{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<i>Copyright (c) Microsoft Corporation. All rights reserved.</i>\n",
    "\n",
    "<i>Licensed under the MIT License.</i>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quickstart: Web Cam Object Detection\n",
    "\n",
    "\n",
    "Object detection is the canonical computer vision task of determining where a specific object is in an image.\n",
    "\n",
    "This notebook shows a simple example of loading a pretrained Faster R-CNN model for object detection from a webcam stream using the `torchvision` package.\n",
    "\n",
    "To understand the basics of Object Detection, please visit our [FAQ](FAQ.md).  For more details about the underlying technology of object detection tasks\\, including finetuning, please see our [training introduction notebook](01_training_introduction.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prerequisite for Webcam example \n",
    "This notebook assumes you have **a webcam** connected to your machine.  We use the `ipywebrtc` module to show the webcam widget in the notebook. Currently, the widget works on **Chrome** and **Firefox**. For more details about the widget, please visit `ipywebrtc` [github](https://github.com/maartenbreddels/ipywebrtc) or [documentation](https://ipywebrtc.readthedocs.io/en/latest/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TorchVision: 0.4.0a0\n",
      "Torch is using GPU: Tesla V100-PCIE-16GB\n"
     ]
    }
   ],
   "source": [
    "# Regular Python libraries\n",
    "import io\n",
    "import os\n",
    "import sys\n",
    "import time\n",
    "import urllib.request\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# IPython\n",
    "import scrapbook as sb\n",
    "from ipywebrtc import CameraStream, ImageRecorder\n",
    "from ipywidgets import HBox, Layout, widgets, Widget\n",
    "\n",
    "# Image\n",
    "from PIL import Image\n",
    "\n",
    "# TorchVision\n",
    "import torchvision\n",
    "from torchvision import transforms as T\n",
    "\n",
    "# utils_cv\n",
    "sys.path.append(\"../../\")\n",
    "from utils_cv.common.data import data_path\n",
    "from utils_cv.common.gpu import which_processor, is_windows\n",
    "from utils_cv.detection.data import coco_labels\n",
    "from utils_cv.detection.model import DetectionLearner\n",
    "from utils_cv.detection.plot import PlotSettings, plot_boxes\n",
    "\n",
    "# Change matplotlib backend so that plots are shown for windows\n",
    "if is_windows():\n",
    "    plt.switch_backend('TkAgg')\n",
    "\n",
    "print(f\"TorchVision: {torchvision.__version__}\")\n",
    "which_processor()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This shows your machine's GPUs (if it has any) and the computing device `torch/torchvision` is using."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Pretrained Model\n",
    "\n",
    "We will start with a pretrained Faster R-CNN ResNet-50 FPN model which is a relatively small and fast CNN architecture.  The [reported box AP](https://pytorch.org/docs/stable/torchvision/models.html#object-detection-instance-segmentation-and-person-keypoint-detection) is 37.0 trained on the instances set of COCO train2017 and evaluated on COCO val2017.  [COCO](http://cocodataset.org) is a popular dataset in the research community and consists of 330K images with more than 200K annotated objects of [91 distinct classes](https://pytorch.org/docs/stable/torchvision/models.html#object-detection-instance-segmentation-and-person-keypoint-detection) such as person, car, boat, or cup.\n",
    "\n",
    "To _speed up_ model inference we restrict processing to use _at most_ an image resolution of 200 pixels, and _only_ use up to 5 candidate object proposals per image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = torchvision.models.detection.fasterrcnn_resnet50_fpn(\n",
    "    pretrained=True,\n",
    "    rpn_pre_nms_top_n_test = 5,\n",
    "    rpn_post_nms_top_n_test = 5,\n",
    "    max_size=200,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we just need to pass this model into our `DetectionLearner` object, and add the pre-defined coco-labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "detector = DetectionLearner(\n",
    "    model=model, \n",
    "    labels=coco_labels()[1:],  # we use [1:] because the first element of the array is '__background__'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Object Detection\n",
    "\n",
    "## From Image File\n",
    "First, we prepare a coffee mug image to show an example of how to score a single image by using the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gRKmYY1XbScZ3Mk0GnKI3bfpk+JuIWFFiZ67462c3miyl3VlaXVcOBjHOvWaBKZXt2AAHVhw2g/csbZcmFq7u9u+5/RxFJttqTaXnTQu2nAuarAwVcGpSF/VIbaKoQFN1Rrszd3jhgzZrwqWcRA5YJYY6yUTs++c8NpTYLAafZBOlFA+nqpXKUcSC4WS7a1aViXCeStv/c9nxqn6W64XF8sxyo8zReid9ZprLmtcdrrrqlnykQj4FR5oshRsALJZwmaIs7EzkL6wc0O0w1zfr1AbLp9ruWUlYyM/u54hIjMGOv6L+DzRWFesWVOoHk0IPloBeo6aWYpFev3aSI9b6s9gX5hFV3GddVbHiVkT4nSEtsKS0aqTVKGSl731AzVvPo4igQ90AQky5lXT/SDMSLJpDEBDvHKyQQZZrSzsiZlnfXBeDc+WnZOhLGW4tdlBjehccWS8q625xA7DQt7NWvVwRDC6NbbDC2/mRGehJBDvZ6IeLP2fVLLWUxcMHln/wPUI54IMoWP4Wq90a6CcHoDsulhdYYsCc52veX27mEBsRyQHdUoiwKudgKqt9qtzP04mwKp69flSxpPLoA2zIVlIc3O0nRMTAVbX6cx1idrKt6qICsohUcYNr6q0+gexUuA4Ntf0pLTbOy6rYygtypileCSU0a781eOFMqZxPyqC00+XOWlXElR3hJGwxW0xE5AQRnrwon30ncZ8cZwWRdYvVVyd5DJycaTx93xpyLDSFl3pbjpEtzgNVsblJLBDXxhKFz7n9sXOjqAi7gluF+lAGvFJc11Z+Sz8nKc22dZIebE/W1m/IPG79cuk2mqjUPN7FaxZ0J/tvI+VtQxbIhQJF5gSz1Sx8H/Jb9vM0NKZp+gAJrPtfLH+2t2XIiQhPYgwsYW3r5TMeLeux2YY/TLprEK/7U+a1Yj8s8eQQqkRSZb45LhS8grtt254kwgqsJ/HbvizCFd/Rcm6tWEHpwxhQDcf25xwRaqhzeWdN21VPKqKq5MC5blc3MyhO8qATbPf8ywAhnuNZpYsoohgNImkxt0KnauKKLSC9WUaRWxETTAzmr1qkK0yoxlIRoRWb1RarFu9Wa4C1JFm08d1JA1efnAoqP7mpDavJLj+tG5elwynU+1p6URlCijtinEPSFFppCdo0zUki/LB11w5zLevgDH85yao+zF/X04wrXxNY4oT+pW6x5SAw/7VBgACJOujMpJzsM+TlwLk+i7Ec6v0Yx3xnflnkdLwoABDPn5cKLQuwT/VW1eIHqOVkz+EU67F4uIb2GmnLzRhTYAPnItldaZaEdm/XQu0Dm+Dn+n3uhZOstELTk++cA826M2VtVjCySgFYiDAsQ7GUCPPPs+poxb1ODic3d3rI59bM5yKyreFqvXxCsxxdI5b9WwH0XLcNmWFBYntxzuBU0ubbAqfQV8vJtRksJ9fWQLjwJykwsYSnbnTphbwPbNs9yelOYvKadBcUvtp6WXPeCgJxmRS7PLWbf7765iQtfZg2bFkPcm3OkRy5fLLTfyvrooi06PSrgpRVpBkui8ByDQO0+PXBEX0fONjJOy89TpBNKfqzIOta3J18f409+ncI4xpudji2q4hIJv5zjWHrUubOaijwgbyycMK6uyat0iVCWg9tTT/FfIgyj2vd9knInxzah/EQzMqoYDismJGitu12RYT67VnTVmXyni/OyPBqzOVnRWnl5voF+/MDrKuaA8oZAKog9PVfKbN0aoY0imI9LrvTXdVW1ZPh9qEF0rqecqcaQhXpUwGk6r/tzMnK7ZtVVZYCq7HbNytng3KxPPFhwelPdgCydfTkbFZdAoD6sIoPqpFVJadaP/GzmlCLkOu27NO1D21Fz4h5W8jckbzcKy/7c0OSU46XIvJdEKjHeZII4Xyks2kIqxkCwzLLJzamyAKiipOcEYQWtcFqzqqyDnuzbdkeWiJcY1ilhq3HZePobP+r2a06AOfRRYuNSrF0Uq3JS7GucFZWVKhWLkI4jYLn53dxklxp4hzRYt68Pcl3ynX1s3rzJPWeY2e4Wo7ZdyoD28mAFTBTX9J5VIzY7sP7qBtlMKM+AAKwLKYsWYQIEaUO3j3LA7Qx0SmEarrV64iIHBGYZatN/rvuumi7BhBOEgbrE7V6ISKpFTd/WqA4RUTMx2shCtgsDKd8I93pbFw2CsFibXPm2CqHp9WbcqRcmZ0SXZWHLPNfEV45WCvEjE+svp9ecKwazYrRmAh6WyH6eV+u4Akstygs/atbWRl/qa2yKUhuQjNT6i2EHIotQHAmgRKwZDcXW1VBG30KuRuIPiUfsLmneIZh1SnKvrVidsJh5fFjqpq5dnHYJKIY03V5qkHMgOnCe9+2rXMuhDBNE6AgAiE5oDrBRr44IcpSw+E78ljCknLarj1HqGUVJybs0CTUOsHaZcn1RYQREBeYqlwknjm4BnMoUOmqpa4TsvHMqUMaklNBDwBI/nYGrXP316/pHPNy1XROWJUX3Klz+eBUzGHuicga85aEZ/+e6/3JcVnA4ikVHZZIktjqStbhmfhVyM4SVSerphcXxk3K3j+ZC0dEwLhJ6h2bo0DjxTCbPEr/MXmbxWIgtflOfVpAYwWO2ZYqIsxmkc0zeVhSKRzdQh8RyZ9Wq3iVMRqTSjZ/WxHtyZmTpXpgwQGniiUkS3i0ypee+glSfaL312lBtNC5IzbOq/0fuH/yaSWTP0zG55D7nP+T3QauH51f/KzLOfhXZLCe5fVPSyFnaWkmKoYi9LJIBACW2nyiFyS1eq9lTYT2HSwmQAFhDjE45xw5JHCeiChGYEEWEJ6db2zERtd1UIgweQBgpXOfcIPQTpw7HrlSq8ongeeGxawz12uGDN/Zn8COf72GSdeo2SdS6pvyGM+Z1F36yHyq10q9gil9W2nmdJRDxWvm+r/r/MPvef9cWTuyF2wuELa9ssS2dog9gd/nmz4t3P5WvT+1urOjWM8vCq87ea5mAAjhtNtguVON2goY+2hdPSSEcSrN0BjSKg6uRR8VjakwPpWWJcMAIvoU6WwwpyC9qXFGFA7zlNuLyoCxZlHlvpVXFWdCRF6eCV4BxTJONCqZre3DkhCMBLOjECNCLSirZK8VitvyYRHxnaKjKmexzYC3YlK2A2Vckec4RkuE3qz9Sg/XjVbjLWx0ZqbfJeHXMuTk++c8iioLpO2PraqMReM21+1aH9flwBdr3aIAnhM2AALA2UfVed94T8wu91+YgzrwADARONcUdU+NXs45773Vufx2uwUApEr4ROueszikZWU9qwBkkaCay+r9ahpO4nfp1doqmBp1Zzey4VTBM1EaloDtt959dwhP+nZt/Dg1uu9Z1qFA6a+RbLZYjmYHKPM5KzPmyUqv+wD5lZ+WBubrM7zlJBHKMudQNZXrm7AkQvuUlvkay1rLsmk7ZEuctkIlwoJmpR4wyFB2npW09J8IiEQAp0Rl1nvJCdk5JCLv0xkhpVGVhCVkT0S8RmRjTsJbOlE5QFdAtEzlOyZpOYvVPFXSDAAAnLme3zw3eZHALiW/QwwCOKjPxqg6rzfPYed6CNXFOVI7R5znyrkkuepwvm53zdrScGBek9t3KuvlDPNTa8hqFItGP0iEFZ6chN45kKafq7UrGs3LEk82kMxRMut9vPWFLkMqZzTJocYLyORC5tQdyxROABPAzZnC56YZBEiN84CI2YFbUrfyTkG0waYiBgpmkuzw+NzJprToQQGQlXt2/ESLINd1qScJxW6vVQBdF+QTFFiAaHsFy7n/MPmVn+4MFZ4jwnP313k+U1nuQ9refrjYl8Uw2QpWVearkx22Yxf+0LgsklQXsATdWWa30gXsC4UIy5GgzMECrYDuXFAyohShitnbUUSapjkDgTllVuHXFe4VbBRziFrprRJYWSsiYjoQRmMRrCBe7oPZdWAt0PSdtCtiupJxZkES5VFFseUrd0b9s7NoKa1xi3wntqxnDhHdTCVzLKnOtY7Okp+IscEvE3sjLWNzChrl46YLBMDgUNkOLe+c84wpRFhBqaSdL2CkvGMGK4TG7OkCK67hlhmjZrwpeSKW6sDaOSt1YyaWs6RVUWCFP2sitC/4Zf5Vi6IWpKXmdS6ffGGXV3Mp+GCApjKN9WtY4qf37XqyeJm/05pt7KPSz0px82myYeF9VAHCJuQlcLAEGRgSn1F3Tv6Btn9zPaYfRZQhnjNqzs6BFjMQkWFGRwtN+xpY7Fn2ef1CqacigOrv2q1PSzT7qLZUjHndB0tXtq2qflwxr5Ovrd+v8Kb8LJXIKhmU7arFaTsKWingJ8Eyv39uWRFPh6TZfULbrmUKlduqlkq1sYYWqyt5v0hTAkvMKe+XsobwGvI1lSOWmS2CyjJBnxasWANu2V6N1nbCqmkr7yTmuvSAWb9TJHh+7TQyqXXL0nkCrvZt7iii1ASmL5SJTPdL57MoAzPriEjphdNRDuoUyKwL9LnPa4lRWPh6+PZNS4dgVAaLGeeI7UN4cOaE2upz0/QJE4V9rZI8nk4w5Q+Uk4mzCpRghUjMczxhVcowyx1mLrsFBa+I6hm0hahevq5ftkR4klNYCOBSqIDaXLIkLHmrnLnvE1Iu/VTKRW7GECEvwF3e1/HbTmdOsDrcy0DQLufgFDLZeYJTWEj57C/zKiBonnYkQ4QsAgLRZOa2qGMNTnaSYIlepfWiLlbC7SSH/sDQ7LhwKdItBc4XS1/ZihWWSbFoVqH7ugOLFxDsuNZdXSxQ7eJwiZ3rD/Wdc9nrKpZUKoxhqu6X9610Knq+oa7Fyq347lYQs8uBNTArchCREj+JK8/sqlf6FdMsCSmHXFncQ0SfRBAtMQ8W4eEFXDVBmraLIafARSeyUHxFaWsyyCA+jawVsGwl65ftBFd0W1m9Sh9Kn2W5tkweGGvkWB0hlps74SFk+c56ROfGe7J+8oukvXaYJ+upel4KndkCibJwZ1tXW+5jXoOchI+dIy3nqDqN61SiKgAooqOqthJ0Zb6KlpdfyPM4hxQBpNOdFc4ANdtakFZl50Ocrfe2afvyLIEQR57XoiqoKqSVskUBuNgnQCTr9V+4KebksGs2pjouZd85yVZjMBBZg77csXh2suCSJ82ztUznXupJAAKAbFsh1XRdXZV+mhLkZ61Usnsx5zPcK3IqKLUGhf2pzA9z0thqvGLykeJSHS1/K4sLnTq2AJfL4FIhYnE4qenZXtifhQhLzQWBTg7wXER8id6o1Nr1hZayj1c9bT5oARYTpa7vqOfWmqiKkKj+VgfvGomjOi3qdl+h9hjmtZwltqrRkzCp8LzMeLKOFnU0v8/rNWgaDDXV/H0ARpgdjtdsteCN5axQ589cVFUND4wkrIZ9EhB6h1fHX1fAqpHyjLiS5bjsTJQOayVo0nlU9RdLKZ5XR3GpPFeUc/Lmop9c06eWionMfzPYLEBwaR1dDCQuNMDCbZXpVF+JWftVtfGSmZYLexZFNftrsIs58ffkpKybOLfRWXYC1btlVqBk3lqwWpXIHD4gMsOTJcGnzHhpuvzN5xPW5pAqcdC8tPW0SEFngah3iqtNfqPGjDVBWqidI8JKeZOSnwMQMUXEaHt6jBlZldW0M51K24ErS2nh31Vy4QK4k5KhIv4CBFh6bOh2TolwgVOSsMC/YjRVdrwapdbzEhcdKxeVGln+kvHtsBfWsGTfd/nsAMXasgwbhqGAMYSg+3h2gAUaerHENzTjmoFpL2wWvOVknhDjACfYkO1AYSLlE9UQ7apS36/aLfdlqcUU/GQ8sUVRj6Vr6+BX/WvzWNqLcepPDgMg6XKJvyAiAiFCZACNJkQdbI58i5hUdmsGFOfnY7fAeCfk4NGyTQSOAJGmkUFHpfcJtR/9OAIstpW0OL8p9hLTkFhfysQ8BC0zquhws+ksLpZSdnuLqaDUWAgPMtY2TRN5KPWDkCT1cdajRVJkg24UOQ/auQL6hA2qpsp8OJ42GkLaLsqcvUgqMIrivBgRkRBDDItdXwCQvASeoUGIiK7Ja2CAwLH46yvJlSHrXxHZUOk4lEoQUZLEmA2bWhgWS/RS7Jq2ogpLHvML60WQfuV2mBd4imyF8LQSSUpqZvq+UNpCyLMsAkERUwoxB66wXVlqNIVofQFHxf8quTkXrr2uK1zEZUpcOx4wJM1LP/TSIXU4tmCVVbGzGONCvay4rF2NaCthqk9H0qchhNLDynhT9af039ZTij023Ha4Qp0y5DmCfjY7E6JKvKLB2gGehvxJKx8AFNorg9LP0ShIdhQhhKIkn4RDGZTejH2wPVkDVr9xSJrD2+FCo7EWdQv8mdh8HTWSx3XCQIUr68MaYSoQoWtKT2wpFdrKcZnmoyKZk6hSnedpB1he9qW7sEL38t4aL6smK0BUCFd1S7KIO9mnmB1bS/UioHwElhlNIJFZDYuTNFA6wCZ5rv1bIUGFsrbnWgoRVoaT8wmOZkgu0EKbYJTZIkKQ0kzkz7JxCHLa+QoJtD/r2dVfiFBGY0WTmEWpnbj8PtrzDLP5SmRpuSF3AnmWHUBn1TyDWhYBrBvXTCGIrvnQcQNVW7BKC1KuF4RtWRKeiKqxM45nPMKr/tjmbCkvVB2wT/16MHpdhXKsO2ov4JS3u+UZtpICxIxVi8UVL88YWJdqvz6GBTpapLSwKKB0TVtBRF+whig0eoHlZNWknkS7tUFLS5VjZh5IrCohREZEYJE5g72AYPHvrYBjb5YRleGXQ7kRUZdndoWmfVDzQ9M0zrm2nTMh2Jk9uT2IiA5KROZivOszRdKFMC6JLRHqKki6vFYBH8/IgGrgVbFbaGiYbM5ImGBoU+yUOmXFVtYkd44ILTzLm5b3AYCviLK8XSFTeVpRSHmh8tkrxZ6Kvv52bbyOMksS7WtZ0IPB3fKOEuG6WLcgsFyAFj6Tpd2q2nK9zpNZUW/19Bw8rSVdzIqRF0uLGeo6YtPJXOfSUb40VMRgAVH5sEx5IUJeJp9VpFQ6XNdcrWxhST8iU7ljRXHbthVw0gXbrxdYcRKeuipSjQEXrhNp5Wu/K5Bcz+85g8p6vGUeK9orFyfp7Vy1RcjZyi2PQ0Rf1S6Zx9vjkRdM19yzc3MOTXFZqm+r2QWAKY4WIoUIq4NHyhiapq2nGQDyoZkVtQDAGGbPCQv3cRwrctW/1TmB1UzYnucKyxgh/9N3qMwdszADM4hgPp960c8TqVuSuioxCkBZ32NpBYAASASZWcMJitJlaaksxU1bosSpaFfWtGgWFLIMwl6QXEx6jV154qnYAkjS+AQXk6UNQlaCrqoEVpsfsCSDk5r5mnhEBFcJuOycVn2AU2ecaLHLyHU/q0cAi43+RchC+dhiWEUqYg7xsx9WaRcKoNXgUT6pbIaFSRe4B54P3KhQ3NJAKV27XcOrGpEdQghqlV0gaAWUtbmoGm9BmjXoprgw5c9gs0YmddHXcLLFAYmkrMmGe5evIkcRGWLApfmB8zeUFSolJA02bZyLhS6VAhGRKMaIRK7QlUicJrH7NxkUkANPS2csiMBzAZolwnEcM7MApJQ0BECsx8k8ywCCgDm+TlvPIMk/MRnTE7TPEKGdOztBMcaThCXmbJJqigtuVIhXtVhmAVcFAGTlLpeGZYlw3Yzkzdk1JknefFyPtnLjKo0pEWLmCmVBonx3bb2EPBP6Tdmr9W72hKjU+jXUKmhaKzmQNTbM1K7q0xqIVs22TVR5KUuxZGNbwSU94ywrrISMRUFQzVBWzKuIrErvLZsfSoSlxaLS6wRR3n2GpXgpQyvEhktWVbZwqiFDzGigvo+SdEdPZo0nOhIBAHSz47Jtt0CpumCcAWibtvlUKzjjkvzEmB6qR6UDFRDEWDRkmffk3GGva4lnsWiNA/WasCKbQn6l7UR+ep8XtUtO+VYqtTghIqrmyVIdsp2z7BMRKa/lKo2C53RsM/KVtY2YpUsBhKzUXSJqug6M52EBkCWeipjXyzwLTTv3iNi2TTVYfa0YeNgUEXGMM7jMWYJ6UeinwK2ox5UnNBpVHzPLG8cRG4eIbetFXH4KiNI0syMyABStjJmdm30PAQRAiFDM6VeISJTcMsGEttnWl26P8zxSOk9yxtgVeOdG0FhW1+po7sbicyJSoJU3s3LuANJqysKNV4acAnlYmVVxyUnLihqzU1TZZiz90a0Ui5wW/7WcUEd1GOUbWZaUQC4v9Mub41iv5Qo12t4XpUXXbJT34ssO6RQWJwGX2V2fjKvNDcNQ7q/HUo25XJROlvct1VlAO+csqZdHKjllxYmnKchqxQsATdMwpwRBMc6b15HnaolmUIhIiCHxb0fOFcWhTN5iJZyRZsZvJaFIi7geXGkQJxGgwpLqp4VYPs/a1gIAYPf37LdihJ59JGYduOjkMvHEus92siSvadmE0lastsLPqjOlibUNoqABZQdpS5MFgQtepYYMcp5EbNBQJkujsPQqtMiUvsHZ3cQmM+WVjm7nr0y/pTo0C4nZTcGMzZJcacWyH/umhSOu0syU+1NcyMYKHCc7v56hipItfKLMU26ZdOltJZwjzGkLhIAa73xST3gC5lFENIFviHGaps1mW7XLeWMdDI8rXSWJBEiAJcUBIdFqH2UefhJyyZk43RcgzHkldSxZ7VRJOGc6R6wyiOvT8lOxREFZphsRZeW8AaeI3zCsE9Z7WK7/LRbhyihoMcdiad15Ax+lwCJCihAq/bF4lT8BAECActJOCmAVEEmZxWcitD1WoreKU+luiKMYnap8aPeFLCqIsZ7jMsqrjLC0VQGRl6W8bzl6Zb0sxc6EnZK86c+lqg9IBjvZ5RNbf8ylNDfy7ABla57GgZdelHq/bTdlwvQzdIhEYZrUegqI6hAlCOhomMb1oESEQFeJQvp+qX/p/VgAa8+lPFlwqXJXSDYzwSVjKoWXVnhYvkZLJRNNpLnlXDrqUkSEc1TIvDarFuEIQDl2xKDoonuZAQCAHgaKVSTuyqPLzlHhp2CIE1e6koWJbb0iVBHxxU3J8gnLZSsCQJqrsF0ssLMoSCaFToGFHYMdhv4dpzrL21KNnWsu0w0Gmcqsn4v3I98oX/gA/lmolY6x2bGshmC6Km3bWV5ehKR22LIqLTHl7MG0c8EQAyHGx8dHAMAc950QtPFxnK2ja6SxfcvdU3iWuLzy5gn1ezn87AYMgJiiW4q6iyVvMjXLr+ZW5m4vfEEXXmm2wxbd55KrLMhpJ3Tdf1zymgr+636KnGaats9rkmNj67IALx2z366RpOqzf3x8lKXCeVKal65v2tZCtpLg5VGhE7tWtJpkiSooHa2Qaa0boGFXpYc2/YGFsu3zoh5jleVsToTvKmVGSzeKo3aZs9RiljDWL0xEuq7TsZeFu/annwTSYD25GRqX11c6ihiTj0tqt50DposEhqV2UP4CgMTAzGsU5NV6eI18YPR8KwkthrE5k8NOFpkpW2CkUdctjq41l3THEKF9zVovbdMV5hQBW51IXT6kvDiyh4uI9ek1nSnYUoRTQfWqJxUFnmQc5akfx3HukJmqk25rALDZtFbbLFNVKXWWpCso689lcmGjlvjaabhA3yK3qeqEJIRTGaa1TOF0SryCZLa2gnPlZplOyzusM3GA2fpfhDbm0BgyBrT0qN0WToyIkDNutZ3XzYYQJr1I095PSn56uM80TcV2KmeWCRUq8DLIuJpfMqVCqQIBO1/kas+YCn9gyUbBAFNM3F0hqoLuCZ5LP7IsiotoAl2ZllEUgJdW7HAsESa8zTNYmDsv7fxWPlk0qJlLLhUVyFKwr7mP4urszmOtq6WlmtjcItjkJImzsdlY6BR0R8TdbgfLJAWZHH2hOotPFskschAtrHCluWIls/UAQDB5Mu2UVEOYicrsc5au6lkCFlfKC9fPXmiM0maz2Ww22+12s9koR9D7Xde1bdu2rffeOTfwTK4AoMtMZu6HwzRNIQQAUUKKMYYwNuLLuOxy9P7+fpqmvu/3+/1+vz8ej8MwxBjHxzvtoa5IC/TWkeblwmJtASlz7fOpU8aOYEWBiEhWkhS+JoJSW91giaZlugvKyXJFh9mjq3xricGKJuvwaDHEDjxO05rpiMg0TRXVVdynos9ycx61orEZlD6qCEpEfNO1BbGsNLMm+KoWSKyLYwy21cVkoCPn8sZsrRPickEFAJJMJlKOFosxKhZyiuNKdRUWq73txgMDCSCQY/ERcYoSGcZIDJEZWBiYAVP28qfH50GmCCPTJG5kP0UXGSZxBNgIk3DDsWF2KB7EPXYPRFS2nh1g47xzbnd52XXd5e7icnex07LZtG17Q0cAQGKkCBABA+BeWYpOQNdtabOD7gK8B3Bb7kEEZIIwQBwgDC4OIGF699pJABHkqDAlAQCY3BtEFGwQPPoW/EawBdh8fLUR3AheITxnbqYIMUoUuL9/0U/jfv9wODw+HvYPj7cP+/vjcf8QRqDoPIIDIky1A2zggRGDIjM4RHSaE12ST5yGIjlsFGfC42XTNOREJIoL3gNjmKYjIgKIkKCa09M5X9jCjmNMuJhPsHNE6n7Hwqx/IBlcZeYPC1oDI0jLAhVR4x5ZV3rONwU5qzNFClNokEAAIgMn8SBIQihIWZaUVTGipv/Q3wBUOikSl/G3hRBKnCSkNHZszXL6pt9ut2hkke1lKZW+ri9YtQGNr+BCrK3MG+dIutwv6y69WWiveK5UTROhiEQB5hiFmTlEDiwRRCSKsEAEYEy0LT3fRhChSA6hcUjALBN7AifiYoAwhRgYsWmIvPcuCFJEB9u2ubq+ePXi+auPXj65vrq47DyBJwJk5CgwIk6IwOMbZuY4xjhGHiIPzFEgisQkxYWIHAiJoAhGCQAMyCAB4igQhEeUgBAQWA/XIgHgzNG7PSIBOsQGqAFsAFqGxjcXAhukxtEW0As2qos9fzUlh1JpmZso12GCKcowTA+P+3e3d+/e3j4cjhzT9hdPnHN9EhAheAYgAc0W5J1DPTYBvWK93/bOBxXUIMKACOSaTQgBQEnWAbAgqeNMhV1Wc7ZisOBGdgmoqdAqWWBEnM0cb6mOl5vyM+rm1i3xiNlvzN1IJYY6YQfk5VglBvUnwVz5+kMtvrhrnSS8crP6DFb5CCwsrMCt1oSl2gqIdgLsa3jeOK4f7uOkLLb8DRxjjM45AEZgp7HRiAIRAKZu3/gOHfXTuH/spxhc07ab3eEYvG89NG1DQoCIrWu99z/54Y+vri5evHz+/PnN1UXnPAOMLIPwe4KJZYjxME39FI4SJxFupncskTlEHlgmkQlQANh7L8wcRRgikAgKI7NMUTmoIASBADIhR8BIICgRWEAiJDFIADCNRwBAcEAOgQQbQM/oHXVIDVKLrnWuQWqICMEd4r90rvGudbTxvmtxA92WcBuC/+TVhcOXgZv+yPd3+9u7/fF4vH8chmE4Ho/TNIkgNY26uTVNE0LgKWTHVPLeCznxX0bnEZqJOTJQ2BA6hGYKDOBFIiArRgAJIcYQra9PsdUVBLMkBwA5oyVW9+vXcoWUTyxeUV1NflocLtJ5kNkgKTfRWEdxZSkVYxhbSyyZve0XZLIgQvuNpRO7JLBEVQweFTHgylufzfb9mp556b9mmUdFkDrrZPx4bLsPIYoIJkMapwsJHAKhJP0CESBF/05+uD/eH/rBu91me7ltnoZJ9oepbS5RCIm6xj+53n308asffvaD58+fdvjgPHqPSJPI+6G/n6aHwA/94T3QEaBnOUY+AI8CQSRO/V5EmIPABMBIrArO435Q6YfoCB2iQ3AEJMlQFJEjSxCemANIBFX1hUWEJFvwBcTrNrrq5E5Qzwt35B0IMRKSV88bcEToB7z3vvVuQ9gBbgi2SJeebgB23l227ZPW37Sb7U3X/uD5DfNNz68Oh/7+/v7h4WF/PByPx77v+2M4HqZkVepaEGTmwzDFOLXdewcNYcdCLA0wONo48gBeGET0QHIBAYeIgFMYThpm12tO/RlNYq6CY5VULDiDy/3hgpkVoS6uHQCwzEeCF7ugyu30j5lTHtDVHoqtVtL614r31FbRNCsRDWodrXqmnbYniVpS9t4XAivVMbMulIsBtxhmrBXOrn0rdlgIrNyvDFaIqPbAarU9to2IgEQScCAOGEUQRWIAVPJERJF8ksTtcPS+2Vw9EfZDIAhj47eXFxfb7fbViyc/+vzjTz5+enXZNj6ABJZ3O343TsP+/v7YP0zhEXFAGr0bkB9FDlH2EvciQ+SeZQRhN14whxhj5DHGKSnDiMOg1j8QBhEAIQBCdFFRVCJLZGYJwAIi0PpsCax8G1HhM0nZbEBAxKZxuqfPuLCoBTd43zZNR9gQbshtGncZ/HuC7ZGbA3uA1rvdZnOx6Xau7VrXtjf47OkFwNU4xcfH/bvb+/3jcHt/34+hP4b+MIAg+cb5xjXtxC5Gcg6QSNLGBAsFdCQIwixR9+0JoyqwJ1Yo1oZXvbA+FLXgNJwisJMUiCsbhH16sv6qnrnDKzOSfR8ys4CyRjP2i2rFV0qKJywvFdQvhplKiPHSJb9A0CY4kqVxFVbKQ2FpJb6hWPnUV7PMikpCjbrQ15QRFAdLdY9Q0z4lU1wkYd80iv2cQvYo0SFf+m7b+C1PEoNc7q4++8EPPnn18he/+JHHHvFIsOf49dg/sBxRptv7v9EVXUuhaaYYj9O0H497gTHKIUyHEA8sk8QQAjBDE5GZI4cYJ+ZkixUBSqt4jFE4IqewwAiiSKaGEScpyhAk6BoDRSSnnyEAGCeDlKhGAgaQQQ0myAACyV8UETFAQ4REwRESHdAP3h8IfdO1zjVN27bthoDGAfoDiMjgHpqm2XQX3e5i015cvNq8enUF+Pxx//Lufvz2zd3b9w/7wxAmYYnMgPBRjByZHWbrLhxJBkcNAIOAEAADi4PoEdHn/bqCAwVbKhpICOpOGVQgHU5afYWoOH/CHFqYe0WQ67WiPlUbRKHhogwGnjMSlJ7bOuvWZVYnLRHaPqRDQi3N2AN+S7dmE3/OjwCZdMs+FRhiI7PlKKsCeQvBRmAULqB20bJxVJoDAM2/oPZ9hWAMA0RmDgQoIAiEgIRu021FJIIACgNFEEECgCfbF8Mw8AivXr362U+/+NFnn15eth4Hnr5CfhC4j/FW4v00vR/H+3E6XrvbaZrGcYzjIBBFWCSCxBAHDtMUBuag8koYhGH/OAKAQAQgkdlMPwRGRATHjKy9IYfoNT3ZApkEAeA4xhwfDPnIbs2VvgMsGlpMpg5kkSgSc+rK2SfGu+dRJEgUZHJIxEhHRt5svUAAikjsPfnON41zztGFj6N7GN39nUfa+OZqe/Giaa8bd/Xi2cWLF88jf7I/xLdvbr/8+s3793fb9kf9cBjGxygBaRIZBYIjbluv9h3WFSw0LBGBjEkzcX8wWs9arNlFmn1Ey9SMMw7DqhLFLqvrWTX4lECzd2rZpYoKp2BqbQxX24PzCXMwE+rcgWWdfrvdrgUrANh9Ejva4v1YqhOzCC7kV2CqzgBlX6uonSWCW19W4eacG4ZhGIa+71X6KUfw3ut+XRGtIYRxHKdpijChCAoQEpEjjx418tAxIAMHgSgQUQRQkK5w+7Nf/PwXP//xRy+vG5rG8VbGr8Ed4/QmjG+n4Q2HdyQHkUMMB4zTHr6NMXLU0zyImUOIMQpPHEKYRuAcghsjMINLBkD17svMnpHQIxIAIRAAg6CwE1JK0akiABBGpT2gBgRBdG8gwQmScFluVSODoMMGsRFQT4bIIiomGUn1FkTwDTjnAIUhhiEABiIWx86h8+gcIQp3/1XXbbvtlfNbgU0ctzzeUPNks30OuCN31TQ3Ty6vbi6uPvv0YhzDf/evW3y4i0Fi3IOIiEeIOr+UMBwFhdIA3TQlw2axNyKiTr3FzkragJFRlhrL/ZNqXkG89QuGCGvn0somUm7a5ioqxWX+LrSGHPV0l2QhLsNL865T+J//n//34ziO46hIX4iqeLRY/fMke5ClWq+pSiiHdcUYx3EchqFQXQGu975t26ZpMK/3Qgh939v6K/5hF4qJU7oYpxBj9OiapmuaxrkGwUUAIQRHI8txHMTTR59+8oPPPvsHP/lDctG5SWTP4X2cvo3TG5Tbof/Wy6PwvfCBx0MMPcfAHMb4XgQ0GwVHYAaIAAJDr+lAURggUQ6CkNBoDHGwQBh9B/QIa1KPLKSJQTVQSDUICJBuKwpQfl8LMQYLdjSMspwnAjrrak2dymGXul+XVpnqlRohLbApRzw1l3tEIAfkoGkv2vbat1fgdtvtc6IdNZeuuWzby7a76roN+XbgfzgMw5s3r7/86ndv337b9weJI0vYbNoYAzMjyaLDU6PFntsOK9KaYUZY2Lddy5zDQ23N6mWFTixNFiLxtDD2FOK3Hl1WSltbhmS7qN3rrzhF12xsu6U/9tq/f/++0E8xrijBFLFW7ZYsYJRL27ZKSCrKlBdqJGupsNSA2Y0LssjVd2KMVUIeO6S1bi0i0t9ebDbeXwhTYCDyzDRGvri52vfHYZy6bfv5Dz776JNXH336ydOnT9vhNfDA4TGE9zF8G6c3HN4C30G8i3yEMMQw8TiEiSWwiPQ5iYtSoF6ApscXJCEAAt07AwCAgGrogupvAZZmTgMgNfuxyyyWQTDn+WUX8nsAJD5ppCIibqS02FBWTQBAQjGKAJA4zXTBSmKA2B5V+woMuvMvgiAO2Ql7kUYYBYnQE3lEJNgjQkQgD9FPsT2QZ3LH8DiAb12zbdpt2100m+3YbpqmGTy1ze7TT9qXz1/uH56+f/f41Tfv3r97uH+3324vthcbchziMcaRHDeN83xpkRvy8bInRZkOsLxvmfjJNPuQI4bsHcuyK1I/2ai+fzLn1frDIhjWPdE+F1MlGNZQxqJ3fN/3iY8SqbhTYtBNfFhae7RSq0sUeri/vy/WSzCaQOUerZ1WGWh1VAWrZTkFdoWF2EZLhY1HTwgCIUYBT65F5yXKw2HfdP7l82cff/r8h1/84NVHz3xLU3ik478N434Y3k/hPYe3Em85vIO4BxgwxjiFOHAYIQYnAUXoqASTZ5CjnruW4KEJSjSHSu5zmbb5b7pIokvFnQChiHCOTgAHwgAELAAOUVe4gDHpt/ncmLT7K5oZEQEcOERqMDkAoBBHKelYIx0BkgCXxERQgFFEBIVJmESQAYUY0dHUcsEhR+Qjuh7d6LuRvPNN47u26dqu6/qua5qGLx9kc73bPr+++OjJ5dNnNx+/ePLq9nb68su34zgdx34KvW92za4TGCNPTQ5atw63a/IoxUUEZmTR3IqSzP/gQKWW8rUZoQXmlVFyOjCkJXlWcObyp1MknuuPxeTCSqqsaOWFamhWrlqymhOHFNLS07rVOsrZ4bCQciVty7fqqWjXitoY56S0VuiXTb9CYOsMhbDU6attltKNruuGKYQYmTy4liMLMDrybfODzz/56U8+ffXy+mIHiO8f37+9u3/n/V8Ow2Ec7kK4Jzmg7Dncy3QEiRIkjjiNGCbHEwg7YYzuIo0UOA+YBSIiCjKSALJaKRFBAIjbDJw0+wAAuiYCEEGc/woCCfSQaJUEML9JDh0gRN0QzMm1AEGgByDN6AtMgI7REZNzjcbuCiOSECiuC8OdCIg6LuhfFEBhDoIs6IRQGEBrAxin55COomJwjCjgGCm6YQDP3qNvnW+w73zbtt6Tl99Ph4ujf75tP9l0n2+7z169ePXq+YsffPLpm7cPv/v6q3d3307c+wiMbgqTl7TrC8Y9+JwYBHOGh9WDZLnuslgel7l/1tdiln/KNNdiE1fnGc64lxE+YT6kjUOvGRjskcMiAOCNJ40lQts3Lyb3qy7PtKO6NuPssF+IrWxdTNNk5Rgiej9nrCm7DkW+8dI3QusvpTyyCXysyLZAtCCLggJEbdt2lz3LQz+1zt9c7375y5999Ormo+cNwsN0+HY6fhv7u3Z4HNxfh3GI4wFiLzBG7uM0hHGCyBIxTBAmDLpzzgHEI7ZqjURgEUFgyR68oJgKks8w1P5tQASA0u+yuyCG58q8JADeSHqfQBCAEitHBykJFIua+fU2bHOcEICgAAkQC40cQGk45T5kERGG6DYzMAURhEiEUW0FQIqDDDkuYZQnACrrGUHtyoAk/dCDF+eFSMiBa1Ctqd342LSXu+4+bg9D83hsbrvtp2370Xb79PMvLp9/9MOvXm9//83X948PHBzRBTIXO1zMOalKLomTxaJBKYrrNpgrYTbH9bdQ7zcqDdQUWJ6JscquZUNVOWev4CJmwC673CJBFizxWR8pP0t/RUSNNJb9SDYHa6W6hBMT1xhzXlA8tYYsa79SofbPchoxJS7zF5V3iiguvCStKHgUdOCbydHE0F1uPv/ihz/92eefffKswX2Y3oTDl3H/JU5vfbjzsR/HtzFGngYOE3CIUwgjh4AxgrDECIGBeWSZ1Avb0ewEnKhRGJA1C5zo5q3KSASRdF6ighdmdXQRIJM/hKRYJdMLiiAqUQOxqP4ZU4uaZwnZ4S7XrGTDUQQghlC2OkhSKyQiwotcOFoJIohwUt+AHcyq2ojHZLFFRpREq8xRBIPECOogQA68RyIZDtBsjnxxN+3A+b3v3uwuv24vXsrh8vrJ59fPPu6urm9ebt+8Obx+fff+7pHDW5V+qnDphHrvq/MJS1GlSZYRRsW4Uu3XQfbVrOgE4ASxpU+w2EswZ7sSJGmWOWZ0jiXvT5aOSM4raw5QSud/pAQu81qmoEQtxn0Jk6lC1C4uLgr2W73RAgvzqlSyNamQh6q1RfNc8CoAMJ7Z+tOC1YKscJTKWlXuM3QkOEaKIJfPnn/6wy9+/NMfffzxk9C/PRze8/73bvzKT1/D8DUObyH2PUzMHKfAE4cxhBB5QhEfI4pENXOq46ZgBIhUMoLjYi5RkNHOMaRjumX2QJptnmbtYacWAEA6gKy6CgoScmkpkoBIzBsPAAKa8ZphnkIE3R5NSh3nnmqNLFc1IoojSaYbLOqcpP202L3PA8wWDkEUQUIREkBmAWmYUQI556h3cS/jfd9uB7f9ttn5np9cwLNJtgf53W78bLP94vrms4urH+4ux4vXt4e3036/1/Rcdke62jS3hXmOPEC7tFtpSWCIZE11tob57hlF2L6zEGVGlbXYbnfpLGLLslTj1Wp9UTslx31r/FvJexlC0A0GVUrtvmJRR8GkPS+NFTqRLN8SljDrdojtcYGmFYxkQmDtatMWIU/knNBmc/X5T3/80z/4w91u8+727c6Pw/gow0Mb7nF4D4c3Pr73OA0DiaBMPI4hjCIBhR0iMiMjAU5CggRIEAEAwcUs0Ip2qReclgRpsYfZYItRBACLlMwTmYAz/9ULwQES/RKq+MpzjSACMTWhcToCoHDAtEBVCgSJlByDhFQ/VrFssUrDuYBEhFWhVftqfhWVD3ZH7a52HlltUShR1dgGmIQB0YlzzH4rlyMfw3AMcaAYcYR9uHt/+JurJx9HN4wywcO02cj11fbjjz/9+NVPvvrV4fXr1+/evSsCQVn/Ofc0m34FzYKqIr/C2ihzMMyru4oaLSUYmqqLVQbthRjXZb0oicvAkKtkR5SGZklYKkez5gQAr9Fx3vuyoktBpYej3SFExNY3iOgdAqRc66LLBonCDOjKIlvFFeQgK5FymgloDY1vzJuLXYeWY0QM4iLQJIDogMA7wKlHnhyxc24KfJwik2vaTeN3dw/j5cVHf/zzP/vZz37UtI/j/i+e8F/yw7/20685fAP9EScX2R3GizDhYfpGircqMjtmPUU7W6R1axU5ndYT0hRQViCV8ghcPgQXkuKX6cwVC46oYgkCokxEd9sX045Rs5VJMpnO+qqNBJ/xLOhulT7VLjEKNqkDQiJSRLSIeIjmeykD0cZFBBAE0o4yAnX9pcXXsv6MHAFoTqAkIUwCAOwIEEGYDi1N5D3FvRsdNXfbsbm/uPztzc3jLn7ZxH/uN7vNZvP5L/6z648//tWvv/nN3/y+H/a7raOuH/YPDVzgeA3jJeEWW4nNbQ9fDvFtEz+HLHZMrwCMlmTljMv7fkW3krxyo1NpLIDTqbICYFR68C7ljxXOEkWz1MlsmdcOlIDsGCNzLBGwWs8YHpS+KO2cLwyciv++6zrM+/2qiKrFZb/fF6ol41Nadu3tzoElp9I5S/HrUoxAlWQDjoioIZqUXAF1AYPee9BBInVdN7IMw3C/P7x68fmPf/Lzjz95hjiMwz1Pj8LH4fBIoYchyBhkDGGgqccw4SSLg2sQUSOlABZazVwM0CWTYMYDBeUykGxxPLX6zVR79haTKJMflGUkZAkHSyLM3daWFxpvespYXll0abG2MSzZ0Ha+yYXqqjuIKJJUXYvELCgcETFKdMgM6CSio/v7e/RuGKcQ+NCPu93l5WUIYzzyN9vu6hc//cH1xeWvfvOrd29/Dzxt202MQDChCwwTSmQOhM7hZi3r9ELx1mp3er+ktISl1LKZQi0CmzXeIkugemjZbTOtJ0xsX8Os6JV4V8svAMC3rb4zjmPZjbfbbIjoD4dDaUPFg02CUBQAKMEmMjMYMTsHYuIabRuV4asMhpab/jMmZXAIEM2ZyMAROUIW5gDgyLXeBeiHvuuuPv/ihz/7+Rfb7Wbq38fp9TS+jsfX0/7OyZFCkCFMfZx6mUaIAQMFWOgYusV31kRusblQHWSML1uI6aZYnC56SN6PUI8ztMQjwFTIz9CVWWou6STdgWKYEUi+MDPdWjWYl/5WCt18kTzgFhSbfK7t2GOhQ0ihPTO4Jo5picocWTACEaFDZmbAcZhC4MshhCHEGMPEh/Gvrm8+fvLks+2PXnknfw3h7u4d4sQSwEFDIwAH5hhGpsbjNRt7o52O0kNrs8ClddQyd0uQlkqbti0EWYRnEQ/FrUfm5EYJP0uSctUcp2mqmssEsuD4lbhKrahEsl+q2arv++rtMjIwPKZQadUSncopaFAfKytoedlhSQgLJGqOTPDVxGroSADCxIJ+s7v42S/+5Aeff7bZUpy+HYevOHw97n8/3H/p+NHJFGKIY5jGadTDTlC3mLT/izX0enbNBWbsL7REmcw47SPMhFSokUF1xeQ2mW5IooFEuriwmtpHYKWuzPoqSlI4eb6/2L9FtiDlAEDLES3u5LO489NEdXqzEFtc/mSlRswRsckbTt1oKWIAXbYyA+IBGEPgGGMYAjz9/fu3t2F4vH7yxeefv9xut3/917/+6svfgKCjgMgEKFHiFIE9UauGKCt8tAfFGlkQL5tJFrO5nl97xy1TxdlSGY3KRkDjOzHFbnVaCi/TEUJygVZLpP0Wsl7qi+MCL4t2xSqimPwV5jTvYEiuNFDoVn/aI8fsIO3Pig4hzWCOeRG1qss0TgTStF0fwmEYt5fbV68++snP/852iyHeT+PXYfxtHH4n/ZcUbikeI088hakP4zhNDIAOiN0ye/zJYinQaIZ5LoUg7URwokOz75fgKylcQNS4OB+vS5zoVsmJSYopHPKmfFHAEhmXp+VmIrO0scGCVmam09OTx2k+48kqrgBxHs6SDsUcFZb9E8odETNSxNw0EEhkVZEl7WgiBBERjyIYJhj6aTiOh+3xqml8c/nIA6E8f/7zT149G3ruj9Pbd19H3gc8eCdIToSQtygbwDuLY6VvBe/LwifpX7xYLll0r3BMr4/HY/ncGkeCycpnJSQZN4My3ZLVQEs4qc+ySGVWKlxIwoeHhzUWImLZoqjFK3o5Jbhp6Rlg+5cnbGGqKoRa6k9VSUqHJhqfrrociKiJFUEXx8J8eXn92edftLtrpL3AAeGt8O9C/yuc3u388bjfS+jHcRqncWIQAMQIiVFCtZCrJsZQxYy7hbSMYIS83JOC08mrO0tIBZIkfVXjPUCEi1gzpuoizQrqJ4VTZiFZ1FH7SNMJ6APSWZGiqc7Z5RYaTblf0aGQrJaFsXiuFoDM0NNm0CFEy0vznkJAdGPs4xjDEKZ+OMr9s2cft8T9I70Dd3nzs49evdzurv/Ff/PP90cZ+scQxwZapM6x89KxdwW7LEko2hR5NW9l8ZyP1JJKsfZXxAnGi6vS6Uo9pS2AlMTebjCUv9XLWhqHxXEFDLOw1mDftq0lpCL37AEsRe6VQrQw5VkkLsMoHjNrYq4+LKJchyezrp8Cs1BAmQ0gjiFGgc1u9/TZixevPp0EESLHfZy+CeNvMXzt451MU+z3YZyGaYgCQoAEjMDMPlv7LIHZ/kMi+nKrkKuGSkAiwplXzBJSpOAolHoE7FdKhPoCKs7n+sXQeanZasKZCAV5YbZhAVqgTf4pIsjF1mK9w2jWZitJKABma6NgqsFLttqsbuQkNgEC8+4piXCMAhKZJGDyZz28uXMSEKdNGEJgFnf95I9evfropz/7w99/075+vY9TEGEiTVYSixYGJk0RMxfDHiStL6R3QjKQ2I3HSg+0GOjNmShgRFwh71qDg4U4KbVZcV2UZzAKJpiVJCzJ2O92uwVjyA+KW1npipYQg+3cenhilFuNirBEWAZj9/3sUNUFWqsRyTEHmDR40YSQ0Gx3l9c3z3cXlwduGWIYb/v9b3H4cgPvID4Oj70MwgE4iFIg+BR0W6irwjZEVcstm9DXCiWoiCjBDYn8kvBJZLbQsZO6qPfzMjIJj0R7GDW4yRCAlErQit/UH1TPjYL3C/U1Uaxk4Zllst0Zo9I7WDR9QmBmCqwsIovVPqc0cMWYpPZeiUFiBBFxNCICoQNBBNp12+PDvfBwzUfncDhu791FG90XP/7piOP9/s3hcZQYAFhgFEluomB2KSyjLzQ5E8+SrxYaLmtIyFqY3h+HQYWSpRxYoXeRwI1fMIUiV9d4rhg+TINWrm6hlL2mNc5W2/Kll5XQzCBeBDGhUc3FpMoiIvU8EnPONiK2bWvtOmKUAQspe4fDxIBBCMhpYl8CYJ6AY9N6RBwOwzGMf/DFj5++eBGY0Lmx78PwnuDe430c34bHfTxCHH1gx4BRETdCdnkpjZb2dTi8Egig0i/fLEs7fQ2NpSRpzADzEq7IOl60WIzLiWIzhGejC4CA2NCYWKQRALicmSgRWNI/ISsQCAA58IJFxOnm5LwoLZmTYKXoKveckTWvBkswzvxT+1xQJU/fvN5mVrc40H0NIRnHMYTA0V3deAnHw/2XzhFjJ+6a2hsMF09uXvzyl3/+//qv/h9xiCiAMDRtC83sNsjmRB11GrGJCcWwVcvxxeiliqiq5amLmBJGSZhShlM5Rau1UjmXyMImouSn8qbICXXwKrsReqGdtxuJSevs+962becHzEZCGbDLoXOVVK20XsyaemUFpezgU0ZVwu21Z12juwZYoAky1yAMSL7pqO0uyDUMyMwsk3CPvJf4iPGgaX5FMHlRIgiqUCCSLEqyfghZGaspocTvzdQ446suSlX0ZQosIrEokEl9nZeLIgDCUgJx9X5yAbVCr1hoLPlpB5SkS+qalJ8BaV67sqoTCX6G/Ob5lZSWofSz1GZ5k6J04aFk/po3Zq6WT+MABCEEAYzKjhBmeXI8OHIh8LGNQB7FdYLX4J/smqvr62fo3eef/8FXv/o33omTkeE4TXNQgUXckhldsbwIRuFYdSwxL+fQ7PspajnnNl1XKi/GGBFpmsaedzBrwiaxSyF1zAnQyvZeWRN6StRuoyAwB0LotY85ZZOlQ84JCOxmiDagUWylE4VKi28nGR8CXCUGV7uQ5V7lq8y6gm5LIJbjUbAAAgSJaNPuut2O/IYFhAeOg8SewwHDEYPwBDFAYJpAIgrnY7mIUbhhHNa0lwae1DPbZzCGmRRGaO+LZJ0z7UlQ/hyVZUDmJjEm8wZDFpv1Hh2cso5aCYkAeUdrVj4F0iLRTJ/hF9m/zf5VvNE23LL+5JVqSlkBzr20BXFWcSG5EEHSzDN/YmQEFAEEjqEZ+yAIDNC2d+S+Qfqd37wKcPHy0ydd1/3wh794/8230D+gC9NwjGv1OEvaaumVibAOn9VSnMuKTqvyUBOLiVE407Bz/dWjsuLTastT3Q+PmURLr47DwObkYFVKbTdEoygKQdv2rFZpID7vQ1TOfoXe8NQiuLRXLsRMp1VZgWOiGkQgcQDKSZEycvmm2e423c75JopjmYAnjr2EYRpG7IEnCBFDhOAwEgsBqQWfGy+bgTMRzuf96NgJZswGKLQEYjYJpHzFrFRUSCVTEbu8sNRHelogZVpNWdTz0+KKPSNZsY5qhZCkZYZVhFRnUiYxdcbsozBACUFM7uCZzEqmDAGoHAwSAlS2qqXvjl30lomH5DCARXKqqxcgAQijJrgpaZFcEJABCGE6iHMPvvl2uvh9lO5wfCn09NmzFy9f/uCbX/9bT02U+RjmNc4UGih4y8wFUtZGgtlppsTjF8FjQ+qskLRS0ZpVdJ8QMrEUPU5rsMGAKrTiNFAOFSyO0Fa2KwHPh2xWRGLzDhQC835xpHMBTWEMpQYVnlahLV0Hs0VR4KgvNLpbD2rRINRERoCQTnt1REToyTdATpCAB5BBOHCccIo8Qpxgin4SH0AiqSc0iGhWay9lqTCjm+IxGGEyGzzKbpDZSQcA1Xo4k0e5AOGiSSYi4fyC0nB+mglvCRxjhuFlo0UtJkX90grMOm0mbGOhpVmSV1v2mdpneQ4AyDhrCAU4pbZ1SSw3GZzK4ZWknEKSW6pwWsGKSMQxeiGYuAWQeBD81m1/v90+Oex/u71qmmb3wx/+5PVvfw8RAOdEDctG7XIaytoHET2dPjS2+L6wyVijyyU0J6gVFLXrTDCWFdW6y9K0oG4Iwa42i1K621xZCVxU1pJEm5m9HUlhHkVptCNXLuI8WiZkoyqJqmmeE0bZegqJrqYTAfSk2SwJEVHDBwABkRCZnLpExxijIAl6EkBhlBghBuYJYoQp+ACeMQIBO4B0Hoyj2AgVrCp6FALoloMViWmRk8w1ycyYcZ11f09jZ7NdR6wTdko0pubD3CAmQssEBgBcVrx5511/cjLkFlTILoFpTWg3GFCwqPdYPcXs81D9Ld5d+Wb6WUvCWh2tngISpwdCIqxhw+qax1k2Kxy0wUiBBCG0HuJ0BJDousN4fLuN3/b9Zbt7Ok4XT26e7bZP7l8fIPjgBzxVrJtYMX4goiZuqnRLEVGkZ+P7oo+2m00hv/JUicTqtGUTvz+OlQC0iym9qZVrErPWLzYqSq8skc+uNEV1LkJpOUlz0e8rCsTldrxVl+1gSoVxdT5hokOcikYPiGXWEdGRI+enCNMU+zH4EJqmc8DsNDEgxEgcgQOx+Eg+YgQ3G0U5okRnaS/vMUBGXwEgo3zOqloWO8WFRWUazw6ijHnNViY+q+VQDDYirEFGRX5a26nd/7Xr0pk4RSSmRIZFbIq+womJpMkrgnPex1dxOkvaWeAbYUuMstI5WT0HMhUunlLeL01yLzlXkKi2nrzv7QeRuWHxGDYyAeMxHIc43T08/O5i8yTy/RT23l+8fPmD17/5sqMNwGARvTB0ND4uJTYCESEfGluAqS/bAHQxgfPFQFhK+cQ2BACafnYaZ8lsDBkLCWSdxdVvuwjMgvBFOCUKL6RSiojY4N1C3yLim9niUjpdIAJZ4QZD/RXs9NruT9qip1khGusoolIkEQkRRCihHgBAhA6BEqmhCERAFj2hgRgBARjAMwBLzv5QZqhIRSySqqzoqrWQZLFjJ9hQ4EIFsMSpB0moVQmyNbN8zkuMSdJr1j9rpwjtm8YAQv5aTS3mnfJTmNnIZ8hrRbKtGIuu1ZFzETJ3sHqqfFJU4AFitvMCaITUTH/62SQjMlFoIzqZMAJOwzj2++nw5mkbyE2OBAA++eQHf0H/qmkduEc8tTGmtFfya6JxEanQUp8ej8eihapYK7IrTVReKFo0LnhbQt4b36FRXwveFtopUUsaiOtw3qS1pXQbET1g0CSTACIyRS4gC0rEZCKYnHMhTIUNEJFzygA4xjBNC22biLrOHw9BoeGdtz6sMcVuEaaJ1FWSRHIgHOOEMGEYAQUFGMT59hAmIj+RQwd3998+e/GUhzDQY4Otbz/q4fNB9tK8G3k44D1vMPooDkig0+MLocHILu1kEwuyOEGKAgBU/C+RIwiDHpYIwHFeiOfJLSSxSAKt9yYuRA4JETVsfQ5NmNdgItk/E6yAEgDKEpX1RlFNVI0qgrr8zSxjvky+2MV3dOGoEC3nNmZYYJlz/OSXLdXV+iiztc+JpF3EfCgfq7o18777q8nhMYIc+4b6puFOejk+Ts9e3Dy8g4vNi6b7AcWbi67bXbg4vEOcEJHQaThfQlqgOTNDFA6zP3NIew/z1tyhH6ZB0+qC914PaXWGTpRstHu6SiwpP1UxLPS53W4rx24RzgsmbtpWE+dMYUrSL+cLAgDmmGTpNDHzkydPuq7ruo0v24tFtywaZumKvlNknaRDyBLmlXVz6SsuTVKbzabwCdP1ma8Xoax/uWxJFAkIgACBmSNIjCwYeTo+7g/Hx4vLa2yeAbNvnlL3hLE5Dn0ce4/ADBRAY8iJgcEHnMQfjWAp/GlGWVGNSki3yK06uhR09cWp1+Z3ls0lF3BLyUYoQS1txBLP6b+nnyaCXEjpqmMwq7v1oE7+/B9WrEhxAMgpBaOeHMoSOLbMQORA2X0cGae2owmRcY7yUcRCcIQ4GzYkMLNwGkLTpv26pMqxCDMibrdJgumeBOe1H+V43BK8TjkxUrlprZprW6MWzHv6mj/eBHnM2QYxH6MiOYBDycFrot5SaSGepmmUZCthSkR2zsq8KmVpqtayT1JIrgjPUpX1TQWjeSfczwODHBPAzCFEQGTEMcbb29v727vd9jLA0yDR+4/ai89d9+sp/IojXG4gRJAAgBuGdGrF4Hpyx7wAmm38hUwkeXLqCTNLP5iZzCz6goUMgCaxF0ty+e8yat58wrOJEszyLPkomlbANlpdV7LK3l/11n5edRJgPkPh+1KjnP+p1wV/9GYjQBEgIDMLSIzTFKKLzJEavyVqGIRlIhf8DoQCcz4dTExogmHoJf0MIDhAEOAQp7FX8aDE0zTOBq8nw4zMBY1VokJIyk42Yo5OsUQBeZGlZ6HrKqnEBFdbDGUINpGFnyabQGnhbE3ki4uNGllEOBtuaolne2MpcJrmFD1gXA2IaryEvIBGFoks87EnLCJRJXCMQiFGeXi8v7199+zF88gbDJdbetVc/Hhz/Vv/9lchfOUZ/AQoFGUTZRuJ2e2jnyLCdkTQ82EYk6OLkg+rs5jodkhR3gz5SbmTMdg+Ug0zJ1szjyDpe/lbqZTYmhKKOXZFJ1D+nvjJp+8vQgfnnsPMScuxM4lwMgesOD387YqyZDCVJATQIzAiEggQRgkcwUcE6nx7Idi4xgMSw4jNOBwfPL0AACQqJ70oPkyZigCA8slHiHjsDzFGjhF0gUeUNscz9ZbIXCRyRJy3KNbm06Zp1O8ST+XCsdZOxdthGHQ1qD1RAmuyxJNlgIVdx/rOuO1YqVUWuJJXq7mXYcE7M3xp6flaeqnWJ1iGJp5sMaNgZD2hFku8VmQGMM67BDAcD/fvbx/ubt0FO9y2/lVHYXPzZnvz5ePx/fHQXxK4yJ4lAA7eTc6NANHBRjACq4+JMLMQAkUAjkDCApQsFwIAyCxscoouuzpL9bIRDwsiKahtwqZKBoq5Klg6UkOmkFIPnlI95m/NoxPC0xLeQhEtG5tzXLLW8e+lkc7VrE6MSKg/ALIjcJ4AaQoQCADQO7917iJGB11DHo9DP8rxfnh/3TwnIhCNYUPmrMNGRhSXTtNmZaMIMI59XhP6jHKoFAyKk3kTT8URZKKSpYupiLRt23WdrhvtlmAhkLJkK9+W6Fk9FSLG6H0DxlpJ2U/VwsSXenkV4V+2451z6grAzDHCukOyPLMbc5pQ7Y1lA7g0q87YubowhQAYAL13AdERcSPDYby7ff/m9TfXz95dbrbkb5jBbf9o9/T9cP/ucP//3bXQCgD3gs4xIkdGCpJODOSEhUn9Q1EnFBJhJUIsztklZ8RCLzU5KWYVVBXazCwS0lO+FigZgWW25aMNpxIqyjFi2kEpe4vJYTqFzGKpFmcxqHcQbQdMJanFstnAWKoq1D/7EX0/2qspdnVtqREAaAICQgAkjjBNAp3HZnPddE+b5ka4RWqnMDz2jwc+RuIAREAE5IQiMIhwFGZxCDgbulEkMjOItN4557xrissXAzBz0zhVXZMPZ6aBrm3VXlJQuni3bLdbIur7/ng8iogeYqN6puSjVoqqSER63q5+rpsO0zTxNIopkB3irN7rNQMkZHgVmaZrU8677VbQFVm3vrBV2RVguSg8o/qk9Mk5BCZwerKHAIDEyGqMdQ0JMELjPPDx/vbdV7934dlftq++kPajIe6o+eLyZQj9cdoPQ/83BH2DA1Eg9MiI0YNMnOP6AJAlyxlGETUXoAjoqdtprwLXRJgMJ2J0y4qnFJSz10s4JCGWQ6gWGuR8M0vC0iJaIwrbj4qeWdS0AuHKvabKIpMilU8O4TspESuXbqyvtIYy3cREhAQhggiPE8G22e6uXl5dfbLZPo9yQdj2ob9/PAC1uydP8LhRvSSkPVYQdOTS+WpR/dSQk2MQYtd2zjlHyRCgXcAcWzRNMeZzZhWTlQILaUmWQ52etJEVzrLysjhfCuTM8boQtXR4fHwQY/iELHLR2CMXPj4WmDFGyrFPZLL/6yFhGTOS0McUr5UnPx3EVotHMKQYTbJg27QnBwQCkUC5BTOiixGRvPcSWeddIB73x1uHze//8tmm5e02xM77J5dP/+hqGo4Pjw+/ZcDfizsgRKFIiC60DW0FAkC2yuQVFwJCUSnZBkzkfa+MsnaRZld3K/TNPs35p92Lh3Sm8AyZAl5LfjCrkVL9XWqh85v5hcXO3rLCNQWeZB/6wvre9y06vDKzkg2kDoQQGGPgEIEjAjTbZvtss3u53b48TpfoNjHcH0dxzW63/bSPG4gcOUgEkejQEwqihDAyMAojIomu8Dw5cJ4QUTRrGQggOHLOORVaamtUo4h3joju7++VxjT0XnVIEbm4uIC02+GKf7WaRovAKJINjDarVlm15TRN0z15ohSoabUlK6WlBkT0uvmoQi/FSaC+BCEmT2KOMMR0evAU0kUxgdp1XblfVNkYZhxl4+8Tc/5f67YHAIEndfPIu9jaaReFx3EEcgLCYeoaH1p/f/eefhW3TA25m1c/jG77fsT25mc///Ob//r2IcTtMP0a+Z4FYhCQgOAmBO13jBxjFEZHlLS1LJ2SN0zK4Vk8JGhh82SUpY9Lfromm3nLAVFdqM1peAstF7JHWykoFQVmqOQ7M9Kbnyuiza0j4jJIN7OhIqkWFPudtDZHXVjWXkZkESPhz8DX156DTJGhAfGwffLRj3/+H2yuPmLYNc3lm7e3wxA++/ynP//DTwj3vL+cpul4PO4fHvf3d3f3t/uHx2N/aHyDiA7EOyQiEmCJHJkFYpg3GxAxsozTyDEeDgcAePr06eXlZQhhv38Yx3SYJDMXlRBz4JKINE1zfX3tnDsejyV4v4RE6MliVilNY5ymx8fHYRicc5fbjZLDdrtVB5W0n5m9T2OM8wESsBRWdhat5C0ZuO37YA6jsaAXUV1yMSX6aLPZFIpN5KoblZDzN8oyICWluWAkxAAorKbo4c3hnfu969wg+8sXn3Td08g3x9D+6X/0v/zLf/F//c1ffXO9Od5cIw0jD7EhGdgnwkJVWpSBBcxno2gHy1XOlWbljMrA4uhcCb0F3otZ8klWX+07mBVHSTJZH5fm9Ijp4n4K6oCu/xcGxAWpKAnY2aHsE2sa1bAGXShGSMG36X0T0ltXfrIUAhbjtPiB8vT59vW3x3YL25vL+76/efHJ5z/9+27zgvwTgWaMafnj3dZRA9BsLi46kYvL+Ox54BDDNIzjKGH6zd/8Ogxjf9yP/TDF4ACJPLUkyOo6riANcZqmKU7Be6Ls4zZNw/F4VLryPsX12YEAwPF45OwaqmKtmG3W7KbYSAvlS46ieAgTLjfttFgTjFdHWDC0p9dlMxSW8s35JDMrulIF2nIgSExlkVagCL2S2wbMKaIiQjqRmQT0HctuHZK46PRsBJDxXr6dvj3ww4FvP3WPT1/8pGte9nx19eLvfPHHY7vdvf/6//3m8VfEoXOEBHF0MU4i4pBSxAYmeU4AipEMhhzRKm96tVjpFSU8vbPw16aCxcKCxkhjrCmz9XUu6TBlLC+Ud9RBL4lDXa/qdflWUMw9WfR/7ikUBlHCJgxuzTzi+9HhfF1GsDITaHlze2y20Owu3++nSBef//Tv/+QP/pHfvXT+6cSu7w/jGHxDbbttG4zs4xQAAJzzvsEOtnApMTDzzbPncZwOh8fHh4eH27vb2/d3d3fH46H1kDxjfEMOAJGnGAWmYWx9s9vtuq4LYQwhIEvrUlRN1VsRGceRcuSEKpYlXr4Qm75Z3F3KHmB5FGMMYXY0t+Bi487p4/Igl/JB8eQudJWkVjqcRCrRp+ZTS7T6qJx4aishc7Kptd4CgPMp/XhSCTAvMYUAAQidQ6KGm9C0zo9IdDn0d/0338b2gN3EzDc3tGteffV2+uijP3v6/OVv/s3Lv/7L//zx/b8due8cuGYj6CUEEIiBQSIKOEccAkNa5oGgIIgEk+Upg2/hSLl6urheZuZeBubN2c1WaDrjPS7EnU6iurRjTp2qbCpf568MVWtaeGtAyrMGOl2YrKcFEdMMWjr8UFlkKLdEaEzBAFka4xD55YsX7/fjkbd//Pf+8c/++J+6zafN5tnE22GcDv1hDMG3O+/JuxaRAh+0JxGABBiABQWobS/aLV7cPHvxsfSH/e3t7bt37477/e3719M0xXHaTwFHJkQm7zqcDrHddBcXF13bMgcS8I3z3kezQrYyKpNQKNHALp/IW5YShVIKPlfaOAC4U+41YIygROS3263erew/NjFO6VbZoIwxRTCXaRqHUOpBIo2gQYTtdnFQRiFyU1UsROicQ5oPkQQAoMUyRtJ6VZxDB+JAoGt5dNPI969vRX497TF+2uJzv+1efPsYrrqXH/38f7K5evrrf/NfvP3yX/XT/VXaDnQEAmEKU0Rg5LL0CtmnbJYSlQwsrGe19CoTgNZKKGk9WXbTZ1yHpagp6L6QP0ttl0p/2NIMlGVdgTMkFXHO0yHJOyFxboMSVpouLN6nuMS/V3n68tXbh6EP7S//9J/8j/+T//Ti2ecPR+B4OYyxH/p+fIwSkYgcE3kRJ9BL4Qt6LgI5jBwRQ4zKktz28tnm4tnLT0Tk8e7t3f37b7/99v2bb4+HPU8jcCSUdrNp240qnyGEyAFYCJCykCjYqKMu2SgAQIXhbrdr27YkaCoArLL62sUhADTudEKQQq6I6Nt2Uz7TFUqMunCMBr1AhBE1TnE+KrConZBPsVFCKvk5IPPUiuQsSRcK1BJ5KtwFCIkIYT68TS1ekI7NEw7x6I7BAYdmuJPYP/LD73DfhQO8+JipuQTaXe4+e/7F5eb61e/+3edf//ZfH7/5/4QwEmDXkM8R7qIH3OqZS8j5DE1Y77MbYFZpF4pKXwcxFziAWTjNf1FmUXNidTeLQa1JPWtFBF1RayuqXlikZaZS/ZfCuJDR7nCWZmnpa4orP4GqWEXu+1Ds7UMI3P7x3/vHf/6P/+fd1RfgX1492d09PD4eDzHsIx/IgfcjYSAUQBIkAWFOoWLq5SSAF7uLGGMYpxhTXit0HgCeffzJ5c3Tm2cv7z96f3/3/vbtm4f37w/7u812I4hjmJAjT4GInIOmcRFng0ihJQDo+75kvthsNm3b6t69Orew8bIu0kuMG12hNGdtckZzLMs9EfGWAUBWZHl5ZBIYlJLMcq0VtIyBskMAZFWzmGULHdpKKnWZTeIQ5zykc66w6AYlCksjlgD56B95iiStmzoYed8fvx7/5vF+//7u3cdf/BLaz44P/rq7ef7yT3/SPd3dfN5v7t+9e3N/9z5MUUhllhMxkgtUAOrcWFtlJRnsz9NCI9+ZN3jU/IPGDJBjtozWZzYbLAUmdVRWUousYNRHqV1QFdF0LDdHzjnVtTlaUpSimlbs41zBJeRy9OZZauy2T/7eH/8Hf/ZP/mfbJz+6OzQbv2vc9f3j/f7YI/Ueh7Z1vo1IASA611zsLivMVhTaH47K832XMvop3g5jj7558uzl0yfPxqG/ff/t+29fP96/56l3wsDTFIKINM4TgUMc8zIPslwpUkFZf9/3McZxHFW0FB0Sc2iRJRNKQQ7GFYwX9ZdR6N8UiGwFqAW6Xb8VLi4iIYylu/aRrv2KqhlzhqloslNVM4o5LssKxk3rc83EarqMzMz9OIQQJHLJFKADDn6IBB1sGrzwkfmwvw9v7493I8k+wotjfP7sM+SNMF00L7/42fWLH7z+1b/9q3/7l39xf/smhkkYmQOwFK0BRXsp1rC5yr35HcW+ucTmxZaAkpkBSO6BybeZCaOoxFCmsyxMAABoNr3mylPsda7e6kWq7AkzIzFI2R21nfluUyeYCU2MBgQ+SLf/7D/+n/7xn/zD3c1nt8fu5tkn/dT9+rev+6Gfpqlpp7Zj35DzjBSRhIB63dOSObpPyImI942ICGPgOXqaGbrGM/MUAgI3XfvRq09ePX8Gcfzmy99Pw35/9/4xBh6RRaYpTMPAfoNLU6Jily7TFCfVlFoQrwQxlslVWFUmGS0kbOsvIrTojN57fxz6UlERQuio68zBF7qvRUSIbTuL0VKvmCPsxRhIiSjwpP57ktcheiAiM2v8PzP3fR9CdA11vuWobj4QQgq+ijEqT9h1GyKKMXKEzu86Hw4w3PQUIYZ2PHIPTTKByJ7Hv/7t9Zs7fPdN9+mnm5evtk+ehN1uaNpfxf9t80fhi89/86tf/Ze/+dV/8Xj33zv4qoNbz9AwbAQ2DDiADNDidttc/hsaiIg8OIwSo3BAmYC5QUFgYtRj4/OKj+59gGzdVBGlZ047cCgEgsiU8sQAocC+nSO15yxpqhkvfK8z0bo+Iz2AoXCRZO1ZWEMA/PyTS5IBEnA4AoJqS8wQo8QIzODGK0Q9a5OBRChGiIIhAoODGGGMwAi+BQAIAdoIIkzCHsUDIEBkiAHAARPQpg2+e7cfR+x++ff+/B/8439y+dF/du/9gA1chMP+9fv378Lh0UGUwN5vKT6FeAX8FOj5hM04jNsGoqgzsUBKiEcCgiCMgJqZPnMoQcLJOwKmhkWOgIKR3QZFdl/c8DS6+1v+9uvjN18d7u8gDM4THr/stltyTT8GAd9uNogNT5HAMTPGCUN0GEmYgFEEWi8QR3OSYRE8zrmUFVbVVE++bXBapHEhRy4nWEFEEOYY5gNhitwrb1QaoxaHaUfB7rzzar++0GfxNrB8QvLZT7pXU5ThEAI5Cpx3QJObnyOizWajfg/jlKK8GIS8g1EK0tsyDMPd3V0I4fHx8c3bdy9fvnz58uX19fU+/PrJze7J88s/e/YP/uAXL17//sd/81f//Kvf/LdNM43DwzQBO9h5D0CHY3/fH568umEZQwgSJgFGhMY51/phCJDZPmtiUyBh9GKArktLzTSFUc+8BQL1WdXTOr3MDsQApIfUy7wSW+4rCplM3rO5Sx8ZgjSubdnZ1OrRAhBN1Ltg2vpABPTHdCfnTyMEFooD+5Yajx6FQRw4EYnI6AOiHqsKMaT3mw0wuijufg8T0Sdf/Mnf/fv/6Cd/+MuLm6cTbZjjMB6n/nj/cHt3dzcMRyQBIWrmU8oKThZNqmCx4tg4jnkNMcteFHDOqWufGolZCCGiQIiRiHa7nX/50eWm29+93z/eh2GUZj8Ooe9H8k3XdIAYkqQCh8BE5AWBHAgiEsIgM/mViRNz1gWanYUYY+fs/BrUsG5r3s9KsKUT5e1KicVOJgLTFEqwo62xbKGUhB/aD9+mDhVpnjIxM6sjj3ZCF8HTNBGDxozEGBGcy6ecTlNaF0BOOdU0XdcFnI6pkyv/rGEYxnF8eHh4//727u5uv98/e/bsxY+bgR/fP0BLcdt9/OMfX3/8/BcPv/j9v/oX/89eXvfhm30cwEHbMbSTi2F4e+ca2DbQNACkoiCOY9o+FM3KTcjgAVBQfJJyxvaYbaVKbsXwoW90c7JaYCwHXCTsSjQ5S7MocZPez5sc+e9pZ7Te5TQlumup93HuV4IdCqKeCDlGgTkoUQCBPDpB76Uh7phBvaAY0Ym4y7sQYAxAAs6BcxiFYmyovXp/O2xuPvmzf/BP/+TP/+nNi0/R76jdhBHGcTw83t/f397dvt0fHmKcvPfb3SWylOlGEiJyXmRSzEnKM0OOu3WNSV1jcr1ovkcQ1c4JQMQBsggjIXnabTZwczU8ffp4e7t/uD/cT/L4CFNQDOz3PQB0Xaf2HodIyctUNA2uLltoGXxY/opIySCRoiioTrQFeflWbnprWbFvR7Ng1dqVRcUpFEZVtlD0uiiixWAjIvp10VSV0qLJt1MsTsMwhBDixMUA4z2Sd+g8IPbHY9M03rftptERSj9oSndEBLNFrcUBCqVkOQ8PD7rC/vbbb1+PX11fP3l69ex6e8Pd5WX39ObJ50+v//SHn/6zt1//u3/37/7F737133z9/lcI97sLudxtPsIxCoQA0wCRIWrGBgFs0iF9gMKgWSqICbpxywgAnAICkQECo2haKZFsdkGlOnBj5hqoCcNnIpQUeWzI0uily792E3Lpp4r5HHDgaAxQIgICDgnVhqp0CAASnABEYE50jiIo0LQdCHJgCegEEByiA4C7A7Qt7HYASNOEh4mG0ETeAFz9o//kP/3T//A/vnz6WR+b47Ql3MnRPzx+9fDwcHf77v7+9vHxYRqORODahshvtxdYDON5+USCSmOcc+ALoKKNiLA9yE2yHRgp7TIRxMROuN2QTBNPCDB52vpL7117cXl1v0N8//7x7jbG6BxswSFi1/q+78logQnsAG27OLu3yO3j8Ygm91Sx0NCc+GsxZcV+AwBeEwBUdCg5b4Vddmt7jZtDk6z6utvtippq91umOBaqzr6pM6HqGhcA5sAQEADSHP7ee0QKITCD963GHIMgs0xjGIdpHCYr1i0dlpVkocO+7981za9uDx+9+vSLH/xseu6m3bZ30mHroe3a3fWrp//hJ3/wJ3/2z75+/d/9zW/+5a9//a9+9/XvvE+WSSIgD42DBiACTDFJEgFAjCr6GJBgS7q+AwBgBgZ0qBfAQFLOklXvg9lcIsn+rtdKWZWaLQLijuUaoI7lhRXRIm4KcaKlQDXSzuIwTXXjhJkjC2CKrEIQAiacQgzM4HRNj555EJGmgabpBPzdw/DYx+3Fsx/87A8/+fwP//Dv/MPt9SvXPTtwR5urTXv9/uHwzTev+8Nvjo8PDw8P/XCcpoHj5LxHxMPDfdduLy+vQARQmFl4nEJ8drFzTVGUEndGomGYAPT0oDn3HEBy62MAQdLgTUQGcATETlAkTsIxkJDrdk27cxsXaHMMMD0+bDx1l5cwTeNw7Mr5oYIaPhxZs8vO6fclF2bWXDVN08RlmiVLgaXg8th5b42/5QMrCYuJRSUeQdJxiw+B/tRQDuuWmvWHaHkGEaV8jG1rjajFe53MUW3MGEJaHm6323EYi+GHmRmp2WzxcEySUL/Kft+ICCxRUiB1LGcaN/GbL988vuPfXt6+fPLZy2c/eP7044vNlqkZmb3fuO6jj3+0e/rZT370y394d//uq//y/z6N4zgOHHqM7ISRIkpAYYSIlJZ0mOycQi7MgEQgPd8USN29U990VpAZILo5Lf+CkDjTmObtVDxDCsSL992C5BKhmnqQ9XhwS36AqAtSQUDUTAKZ6xN0iII+5H0wAACBGDGKA3Tg/IgIQ4AgwAz9eHOYPFCzufnhZ7/44Q9/8kdf/OyXTz/6YnP5/Dii0AbR3973X/36vz8eh6Ztv/36q6E/9n0vEpHU3yfGgCGEfjgcj8d2c+zGHTdjBBz66XfvX2dMcyIClESlBh7oJhYBInokBIAYSh7jPGQgAAgSHXnfEpAP48gyokRGjHL59FXnN7u3X315+/ab+9s7D5GQ3exViFEgRokMDNK6eXdN8pYJGDe06jiKIgmrYo2rPvJUKDBrugAijTl+Ec2GBE/pZhWir9spqmpyThXFzJiTcZX8kGreJSKlinEci2GGiLyfN0NDmPK63O33h3Ecx3HUTFuqdrdtS8c+Z/ZKtKd0qOk9ILIgELmidff30EN/cO/2XTjcDg93j+/ef3u5u3j2/EnXuYud32z9dve8vXz6fPf5xbP9Lz7/03dvXv/ut7/++ve/ub/9Jo57kqOXocXJweAhkEwOI2VbaGwec7gsAOjRKIBALOAgJx0TEgEG7wCiS5oCuKxqMgASA6vsMjcBAILPhEGG/JZKrCVLP5WMQwY1hXNWQgAhRAQN9hUg70QEBRjVERpSLA0CO0CEgBAjRAC/gaYDF/7gyfXNZ5//+Ee/+OXnP/mD3c3zY4CH4/jm7b7Z7sbx/t379+M4Asrj/tvf/OtfP922wzDEKTiPDh0Ac+QYRwYcDsf721uOME3xcDhEluNx6AiKjue9d02LAkDST3sgJExI5RyQc4iYvNvyro3G7alWrwH3yrciEkQWYGbw7e755qJpummaXt/dHofjtnWuJGVGYkAWZEANQlqTk2TDTMFkLCn6Y+3zbf8mivu//B//N+Uza5jRU2OKmlpIsaGNXYYWOaZhxZL3LqUE77p0U6Vfye/U9/04jsMwJNtutuVAu5Gcz2OaJoDkw35/f9/3/TgEydmvdBjHcYoxhonD4pxklLx7i4jeN0KoUhfxwjlHlJfRXXNzc3N1dfXixYsnz54+ffpUO7nZ7tTZV/yRgBECj4f97evXX/67r//mL9+//o0M7xs5NtA3MvhEjQFQhs1MFXajQleQJKptUSGjx9Zm4AYRwRzyr3dwTmqKADBSOEdvJ+9vx8XTCoOi+a18rGuBEThCFIgMU4TIEAUigKAHclFciOyb7tnLVy9evPjJH/yvnjx7fvP8ObXbwxQPgcE31LbH4Xh/f/v4eN8fH/f3b+5u3wKHzaad9n6c+hBC67x6X6kSNLFstheb3UW72V5cXne7izDx/njwWbXTNEpNt1Ev5evrawSixhcH65RK1CW8VY0UADSxP6r0V8xgBo7MLMzStrfv38rQX29cON79/td/9c3vfh2Oj56EFFp62gI6QUJ0DYwF+QvCQ2b6GqBXhISIOEwmnFL0p80gjv+3/9P/zlJaWVZqNNRsrcrLxYfbQ+kEm1LEqSV0ANhebMoaUlnFMAzTNPV9j9nDpmx9AsDjGGzkZQhJut7d3RGRMJZkBErVQSDGGEPuDKhnuSbzKrq44UDxImuIDDiJi7pU21xcXuyunjx9dfPk1dXls6vLJ7vLJ5vuMl65zruudZ1nLxPGR5weXNzfvvnd49vfvv3yr+/efDn1dxAHB6MI8+W3iQgZRMAJkAABNJjOZ+AAcQIC8ATOwbv5uHnVHtNPyt6mkmk4vea2htcoKlhHgvrwgkuZmCGkUGwgBKIkRWNMUo4oOeUwA24ACRAhCIwBxgBBGsZtPzn0l769vrp+8cOf/OHPf/FHL15+4qiZ3I8EiJGEaEQ8jtPDfn/oj7d3b6bxOOzvpv6epwPEgSAg8DjdAICEyBy89433Gi4YmYk8+ZZ8E1mCMLmm6zruRyIin3QoJUXybdM0m81mt9t13da3jSJD0zSAHXnXNI68Q0ROC14TjZDgyRyBmQeAxmEcHsf9QwOjD8M3v/vVb371b4bDw6ZtmqZBICFE8gwYY/QyFa0Qswu0Tkc6rAJAEVhpJx8GMGf9TMLJ2EF9ifMvxhL9eXl56fIRh5wTOSqhq9qpDIxNoopia7GZyac4Foto8f/UHhcOUYYhIgSOAJklTmGMUbcZWPOvCSBi473Ljgve+/0wZo1DgTvboMzduXgMAAwQRP9yVOf8Yf8QhvFw6N+8ebftnlxePbu+erbbXTYvX21av9tudhvftdj5bUcd0PX1R0+effTzH//yfxSnx+P+/ftvv/nm69/d3r47Hv9rZpY4gTAKNwie2AmPw9QQtB58A84BBGAGDtB1M6UJA+XYA8wR8EqWkhJdwzhFSDk5En4lzpq2jxNQk5IJsD9OyaqEwAQsEBk4gnPAkiShqC6KCA6kFRGMTKNQoBa6i8bfkL/+w5/+3Zcf//TVpz/fXr507ZVz2zHIwzj5DsZpOvZTP03HcTr248Nh3/eHw+M9hDFOBwo9cmiEQSICa2AAsgAkVCOi1vkRwjj2w+PjxDEGCRzJN9574nnzLCmlbeNds91u27bttpu23ahX53a77bqu291477nrXNuQd6QMBnFi3ejz5BwAIQhIFMGhP4gnEoeucYjeu6cvPwaA+/dvpqEXDmmHLAQR6Rrf+Q0vHUeVgjT0iXMQfdnedEhsQvyKBmclme/arRWUSZSzjMOYr2fzCTMTzK5xkF3IEdGmtecccAgAYxhseyq4qwMAZisO85h/IiIzSMr1hk3ji89XrnAOJylLUxGx/p5rOkTc5wg6XfUAMAogBwnTOBxY4BHd+83m9eXF9Waz27x+0XXdxcXF5eXu6nJ3cbHbbruuwW7zBDESMm2ZLuKzl+HZHzOwuIe/6veH27u3D+/ePTy83d+96fe3h/HxYkMxHA7jEXhwGBsHzoEnCEd1AwRCIARE8IAAEKImQQWQHEEogAA7rzITs+BXwyDinFB/YZtxO1WHHCAiIwszQxQYozhqqHWIThiGGBTah9tdt9le3zx/9eKTFx99/urjL25efnZx9eruINuLF669OvR034cgDbkWnXv/+K/6vr9/POwf++MwHvpxGCaeQpyCg+CZCZ2HlsQRN8JhikGtwh6Ta35DTo/jPY77w/39oKkbiIgoeocxx90JISK6lLGz67bee/Je5c9ms9vtdpvNZnf1tG3b7XbbbbebzabpWtc2zjlPXhO2kQaIAemm+k6YUFCIcAPTGCL47dXzjxvXdu/ffnN8eECGyGEcR5C42WymlFx7PnLQ5eNHy/1CoiGE1jdlf66sbClnhUpEaHf3LYmXGi0de+/DGDXrRsleqm9STkgz5ZLidJHVA90tj5pRx26rWyc7bQwEhJg8jB02iK1zjYaQJIQzu0YeCSAFDhs6BKCSV1NkdrZEdH3W2UgEkInBC4Km9ELCCAIyTf3tXXh4fHT+9Veuabbbi+3FbntxdXF5vbu8aDYb17XtptvsNt1267vGNU3TOte655tPkIZ20798OaKMwMcYHiXsv/7yV+Pxdn//ut+/G/qHw3SM0xDjdLMbZg7FwjHoMFrnBADSZr0SZAQAdigCzCwa1Jxh0my6XI/IrKzCnm8SJxVUqJJvnGtilCAYIgPQZrN7+vTpy5cvb26evvj4n5H37Wbr263zrbiWye+n1m/bY/TH+/HYhyHGyHQcpuPxeJj+9TiE43E49GMIwhGQERga9CTowBEAggeWyEFCFBkjAAFKoz4thCieHHgmBI4Bwtg0jfNIhADMEpMJF6KenMXsgaifBqGUKVfZuqZm6rob37W73e7y8vLi8vLy+mq32zWbbrO9EOeBWahBTG5YRO5qu4k8cUCCbmKZpgmw8Rt/8YT7YXrYHw+HR4wBZPKEg/AwDGjslJCD/rz3VjzaSF8x2UOsACs07IdhqshXTKANYloTllbdNlloIEfEKzE8Pj6WelXcpfxTEkpcRVwe2F16g9lSJCLbdlu6GGPM6hnnfKekxwwgeh9dCGE8TIjprAPrpVdoW1U7XQ+JSFDpiATiAAjASw7wISIEdMgCQTjGQSJwnPZIND02j+83ru2abuc3W9duNpdXm8uLyydPL64u3ab16mLvXdf9GACcZ3LsHaAMjg8yHf/g478H3IscMQ5TOPbH+8Pjfd8f77/9b1MSoGEcxuPUD9M0CIchRhJhCBKZOe2+IrCIxrMRoqY7T1LiNh92qbMGOdPm6D9DdETUubbp2s1m13Qb79vLq6c310+evXz19OnzzWYjoDxUmP8uKoQdMfMwjf1w7MPEMA1hOvZ9P42B4zAMd/f3Dw8PgN/ohhQzk5ADR9QgkNdVLENgFERgkQAiBOomiYDgAIiZURgAPLnO0ca7Bhvfzfx9k1IgIedgFNWuUwIkjiIyjTD2cHhERGz9g3Ou2XTb7fbi6vL6+vry+nqz215cXTfdbrO9aDc77zskYXEA0TuJMYCwcw7bDQBwaACku/DXz/nQH9/sD2EaNw01jphH1W4J8h5rdijjEDkbZojQqaMMzRH3uAz9UwcVLf5wOBRpZleGkhMwllxuyckTpUihmLO4FUI69deLiO5DBHNstw04LFQtIkgplBERCZAABQSFu6bNiCioqfE5bXcXqkPDYEAWURBKioIQZZM/IEQChLTZlPxuo4hA8uFyAOicCMbIMg6B+z3SIzovznfbHTZt07VN121228vri8ub691u9y8f3zdNs912u4vNZtNtWvKeyG3vjz3Rpm12zQ6dpy1Ixxzj9CP35yISeYpTmKZR4hTjJBz2+0dhZg4SpxBGDpElMvPdw7tKg1DPFTVuOWpma75ziLh7+jP0rmmaxne+7Rx5IIfgms2Wo0wBQuD3rI4NjjztjxiHaZoOIY7TNIxjP4UhhGmahnHqD4fHx8eHfjjokTJExGMEAN1BJN2wjYEEvIeghzciRQAhlAZYXYd0S52SrzMxEIJD2rTdk+srJOm6hijzaExomZIDYLIgTlMQkTjHK6gqF+N0jBOMw/74QA937d12u7286Da7y+snl9c3T5+9vH7ybLMValokD0AtslfLtHNMXsiN4xjj4Mjtbp7fHI/7h/uep6YB74VH2VxeFfxXAstulVNRTQulQQ5WWm/pRRNY6zVAl8g7t3hVE4BTjpsKgWOUEPjx8GAFZtmy32w2RYMtXWRm18x5AdW4XEg0rWqsvwZAiGPMpzQ6T+S85NjGXPNiALAqiAjzQbm6ZMrqKGDgi3RmEAhIMpOSJi9mxrT0ckQeEVEgOjX8EERVAweIk5Abj4/eq5XO9Q5v09mpcv3Rp03Xbjabruu8b5umabut9/7Fi5dRRI4IAIKgpj7vm437CBGRxLVEGyQUInDAN8R6oqJIFNY1cwCAL5qrPK5FyF+YUuroYsVQvhbSZj1FkYmhjxKCBEbugQV1H4sZxqCINTL99TAM/eHY930Y+ziFMI3M4fHu3jtsHAILxlFiFERwjsYNIvp0IjKLqLUZiIMDiQ4ACQhZMAoHBgkoLJBP/Sm55zjGpnGN23lPTevVcU3XTtY4D6CpvpLHSeQ5TlXvhLER3eLiaTiM43B4fHygxu9ub3eX1/d3D0+ePVxc3ewurje7y7ZtOxbnHZEPoI7sHp0wg/Doms3l9ZPnL1/dyST9PURuHOFSvbTEpnKlILMsjSaU3V0UM3V5paTkiwm0XGilug2gG4DFFioirXeY808VioXlGg+zB6CIxvnMp2pA9lDTICYrS7V/XdMAcwT05Bw5EU1Ej6rxgAhIREEEdN4T0f1xvybINYxKibxBFIDoMAIA4EQIQpE5AAKhalMe2HGUyDx6IUlmfeEUhkLAQhE58PE4DtI48d6hQyT569/9runarts2vkXfNO1ut71qN5e/fv3rtrvotpddt/XN1rvGtZ33HuIVIpDDhsA58g7JidMTioQJmRw4QKLkBHqYniQrdKMQTYvztm05pqV1stFpiNnw+xDCNMZhitM0BQ2oR+rHEEIcRg6BpxCnaRqGaZombv4yhDD2Q5wYInOMEqJM0RNNvRxZCLEh58l5IIwQpoYA0QOSOIhIiBSFIMSJiUmIyTHiJHFiDjE2spXsYsZAmOMERCKpxRQkjINyHOfTfikiCgIzp71TRNc2zEjISOBIt4G8iEjTKd4OE43jOMU4cS8j9f3w8PBw9/D47dt3VzfPnz57/uzFx1dXV+hCt925DqNgFEe+aTtPrhmPUYQ3u4tnz55J//A47SGMTdsccwYJ3UgHs/4qCh2Y1VChtEKc9mdSOS+2O6WKfhhVruuyrbKjOCTfOETcbFIgcwih73vO4YlKYKVDRjAlpx6OcUwaM226LkXci5BxWBXmiEDeozoHka7IJcZwHI6JzTh0DSKiIkinqVDDuGm7h/2h6bZ3D/dX19ehHzSjPWocHQoBIkkLewCAdIK2ALAAg7DqpBFCBAYYVRyCA/CRRVgiAQE5ZiQhBmJWPk6AEoCFBYElwnZ47vaIiExEFAPtH/Ag9Pry8rJH7xrfNJ1v26ZpXNMS0Wa3xXwgiWVtRbGh5VFEQK8tz6qu7WaPcrfQD2JM3MWjsJwgW1b1en8YjlqbsjEHgOgBPBEBAnrUVVDMh5rz5gDrZYgAYItJCCJGadhRjK14YWIGXVM4BHB6vGCIMqJjAGZVbt189GcaIackXKrawCQoKX3VgsnCnSfcbNzVlmLspjGOY5hCHKZxODyOd+/63cV493q4fdLf/v7q6urF5x9v8bKRC8TO+W0LnsE5wW17edjfgbTd9attP357d3sYhktsmnDICzRhgLbdkHecs5YFTiZTguSvUrKVQt6K1ykO5hALf3d3VwwklLNKSQ61sLYTBYoaSBQ/iiQssnhd9NRIyt6umJ1pKCeu0tf0BSJSD5uCH2XXRY/aKItJY5sadcHJMDnndK1SvIdWvbGryPNF1F8sdQ2BBBAEUQiQ0ukOmP2eC8aKaNrikBa0QEAoQoTAcnf7oMYU5xpQzYQQ0SkRFkZW9JGixhTIJ1ZKdmvedHnFevVOHMZyU4v+tCq9Vd2tDlGIytKYbe5vW6z+XGkrTdOgsKj5jetDLCtNB/Jx67Byq5xCICJPehAvtY1sNhJZpsj743Doh/5wPOyPt7e3d/fvr2+e3o37Fy9evXj5SbdVosbGb713BD5MLU+BxG8vdtc3T2MYxnFq04x4QSazqtIjBstUYjbbpmiPzOzsAdhlXN5KRusOBtkntRBhlp6xjFn3Rsr414wZ1Fc4057FD2/OK7ZfTdNYCLVs8QNAkf52haB0q/PR93233QXm5DVatiXAqdBLcyZJOBtnaki7tymiofiUafc8JI/LmZ/NuID6X4nUS+HrCOnERp2ktF+ih+xitPXcPdxb+BeSK5LQ0qGO/yR+F5hUfyEn7Krmpfqw/HVu8XNNLZD9P/5WdGhfJkw54NJ9iYgQY0Rh4cjMyHPqZ/uhBUVx9rArKSJKOZycc0iITjj5AJLzx2G8e9jf3j/cPTwc9o/TNPb7/fvH94/3930/Pnv+anfxrNsAMDpqXOeb1kXxyO5id/nixatpPL57+21kIQJBKZxR8had5RSCKWhFE3sXTaQYQez7/vJyV1SXVOnMeARy0JxIIqeyYwHGgw7zQrmCuGTrFiy9zsUk4ahY8hiGQtI6tnK2RqnWtr7ZKFriMAzddqcWHU5L55SUE3S3Wg0Aosm50lEhkDK4qH+0CraUjyxTYwPJ/1MApLjvpkEJCiUPT3UaTp6KQIpoaY+LwfumHJ1c0Bo1b19mRoW7W+FTFUuEljzOaSLqxW9btAh98hNbSrsFQ6op/s5KrJgVyUfwILilXA0hEAiCOF2aI6htrKx3rIpeiLDqBiJ23SbRKiCiA6f8NAmYtvXbXXexa+8f9sdxOO7vjtL3x/3D3f0nn/7oo4/D9bMXXcvoPEiHhM65yEhNe3Hz5PLh7v7xEYYYRZyIutIpOQGnzfridiIiejZLGFNGeTbnsVVrvRSpVWigLCdUHbUgTuMkQZTsdCIzbOcUJlKOEwNIAe8VSomIum5b0tVPynmJZdZ1p6Tv51w4YPIdeC+IOE2hHw7dsAHy5BwhTlM447hW4Qjl3GqowQ15yDl1KjQkIBBRmEC9yOZISwFCQQYUJGLiZJAHRBRMmRk1H9kUFwIQMR06RUvJthBiKyKEer09U5Qd53LWaH0TTpFTefIhaH0/69fJD7UgC8zRssxKlgibbUcCGqpBBJ6cWng5n9ZSXKKtLbQo2LM+5UTP9FUidMlt2A0xIqIAbTzR9UVD+P4+7vfDNMLj4djv+2kIQz++OByePX+1u7oeiHddi95zQAby3WZ79WT38NhASDZ9YWHIMaE4ao4lE5qbhETXlQ5Ddhfz3usWf5KEaiCxklBLNBm/cZky0Qq68tO5xXFCZqq0T/o+A6R/agCAbFXHrHs0XSs5j3+Bryacs9bUwjIAWkQcxz6EcDgcNrtLIinG4kxUTrMxAMAi8UQaRkoNmPug+J5wXc8bJMhyDgKQoGh2cF0uegIngILOATDqZEP1FzU5SjnvhTXMF4Bai6kGbrWkOs0Tzdqh3F+8ifPntjYr2SyRV2xrIcROtft9iq0EkY2TgaqjIhDbdkvCCEDCBKgbX8qqbJDNHPxtJIftXjp5F4mIXGrLAQeJUQAYBAFah+5i60i2jft2/8g8xUHu370Zh/Bwdz+O4+f+RxKmzt+0DYHzwAGhabe73fXT/uHNOAWeAiKSQ5GkOefRIRGp77j2J5owPczWk0IsiQjtpp+d4BCCVQAKEOddVPOypX57YadcjApamiuqfGFyxT0NEVUaW8Jj49yjde62227T7vfove/7vtteDMPQJiwRRAJZYNsZ0ZgGmAh1tt8QApMwICMGgYAQCIImDQZABp9lHoFERooSAVCQstqJCUjkdNlJon7qLEIowIYpLKcgca58kRRsgMVm1EmSWNPqiQGv1N08cXP2twyTmQtXFP6dpFhethUCgMvCGyUKCxJIiEEiApOAOj2rsQEQOZ83Zme/cvYoQ9BdRCVCAlSTmoB4UiOKBGEH1Hau9buLzgfH+8fjMDGPx4cpaJYKh3jz9Dkh6GINnSeCptttL67vp9gPUwzBOWzYCTCwIOoxEGpxc+gIEYWBmTWJcNlOL9zEQmnO4F1Yqf4s37icaj8ZM3GOwrCDl1XRmxq5V8BX9hvLlkY2uqYX+nFQvbnrOnUY0K/u7++1D5AVa+1t27a73e7h/rHruofHg4gMw4CaOzjjG4CAUD5lxUjC2adGcYUyxRTSEeQJkAEC4kQyAU6oiWaEAYjQI0TBBkCQGhIaIYoAihNCAAfIgkQiGtiKAhpIJCgqIs+oD7OzQUVsiLPOUi4kHxywpoqTEgyNagNLIamGmerbiudWF3/bUo6Yz7YxBoAQgvI7daRwxZxuDgDUn945MGpXxU2iI0raPiYrK0dkCSGkWFbW4+49IjYeXz59QlHCuA8QkWE8Prz79msR+QLFOSSCpnXeE2Lrmm2z6RkQyCFx07RN4wgEOCF5BpVwjBzVYSB2upnbtkp+bM5FK4PSQ91TIrkC5/Q/EkAOMcZxziYqnC60iiKUEnwNrRedQYN3Ve91ppQJtpLt+fPnmG1HqmH2fT9Nk9KqNdzr5yGMzHx9c3W/f2waJxBF4jRNzCKE3vtpHDabDgA0VZTkc1Ipu78659q2Hceg5i7JvilavGOUKDBJHAL3wKPwxMkNxZFryW8cbZACSiPoSP3gkNNRiinFhqa1S+IZ0gYmCsTauS7DpHAZi2GQUhMC5IxNRYGWyIgoMC+/l5M511wuTgpMPuWHCIbsq6os8VefFAVH7AbJGLuLnUAc+8n5zPG9Jz1nggUlpUxDRABGnK3oRZli5mItL33T5sY4qmqX0r0ikCaGals9Ulu9Fwm48Q017Qab3Wa73b7/+vW7h+OhaS+P+8fD4RBC+EF/IAdXV1eRPTkAom5z8cWPf/oXf/EXbbdxjqZp3LQNC7dtF6eJiAQRgAJH5jhxDCE8ubzU7hU3Mu1w9jIlIvIXFxcWRpbrVPiaP57KC2z2o5TA9AUbbXg8HpR4NptO+YG+XIJ6naOm8WWOowmrL76mxd9tjQretd5TjH6z2YzT/vHxcRjDhWsOh4eL6ys1lgIgc+y6Tl3dyxJZOA0khIB6ukVGUQAAFEREeQAOMQwx9CEehUeUoPuBCE7Qk+u82zq/8b4D8q2/Yj3NAxjQEzkUCrxaiCqanjcbVZx+fV29XB5V1FUphPb65Pv/w8rJDtgLO5yZSiWdQiciSoSEDoFREmsmgVHm1AD6bdM4AMdctsr0lIRpHKOIRId5BZX+ExYW4Tgp62+aRrIDSZymKUyB2ZPbbdoQ4sQjByTfPT7c3r7f7XY7kXh5dbNxG+/QOw7e+7ZFRPLkiBrvIkwOsdm0uhcy5UhC7z2RPxwOzuSPK/qjns+poPC6yVhKHhgVoVGsIzGF8C7AXYhNPdG89yJSwn+dczc3N4V7lTAQANhsNqVRu7c+5mQZSoHFmlRNYaH80sPNZjOM4ThO2vlvv33Tbje3t7dXuwt9c9N2w9CXqkRExyp5LwQAcnoz7Q8DIIdbDmEKQxyPkUeEQCCI6RwZBozYMx1du5XYkfeu2SDoSiGSQyFgcJ50H9KQk9Qyao3W9qcdeHXxnZRw8h1cru7+/0uKFfmJUXpV3SDduwEBjsAiwLb99EnkIIJ+Eb9qLQhFQoJxFfJd5xARQQMdIMlPdt4hERIJQIwycfKyHCdBxMbT9eUFM9w9HmPoEXH/cPc2p8MlSskf0Lvd5fX1k2fTcGwQHXJLOIEAQDF3TDFGAUEi8uTQS5z3eM1ssvFUSURYaLTse5ZsaEUNUNHkXPKxKlVYP4Ci6RbiOR4PnHfASg4C51xJm2/FpohwXihuNpsCcTy1dspTG7336ua73W6paecU3cxv37yn5/D/4+xPmytJliwxUBczc/e7AIiIjMy3sLrZpLQ0e0b4/38IpTkcVk+97qp6L7eIAHAXX8xMVeeDuhs8IvMVZ+iSkgIggHuvm5uaqh49etTfGhHH+3Q8HZoDd83Nti628Y+RfN+omunybKKmBbUEUwBlT/HNDBQNTdW0CGSUhJWQz0DMFAJFgQoCSIjEZqvl7YZn+7V3kt/mY7hCO7s0zP6v/d43///m8X/jEr/5/d83r79/fWN4v/12b4fwZkVgb3EHkIGKgKmiekSCG/YZEGHV8AVEr44ZIhCiqUldmZxxY/zZELxzWatoFfceqtrxwcxqLUsptdbGL/OmMArxdDwq4JzzOOViM5qOt8vnz4ECd4eh6/uUEggMh9PDw9Pzp1IkI1kRrTWLSasyKBByICYOkZmHQK1EsQ8HnAHmR3/w7oeGl7QT5Xq97o8f2PI9H3OrG0UANp54KyHA1kzYvHAIYRgGtz2352VZ9i1U+3dREd7URPwt9mkn7hCF9SFxGoZuHEeRSkR9Hw3y5y8vHgOraq06jvPDQ/APhgYrRKMG9EarRTBTQVQARdDtaCtUbqCGZghiXqyvZuADmQnNVoKrqFkxxen23PeH2B8JA1gtpgZG7N1nBJuvtRX7+X36y36Lw9cxJP6esbVH+7t//jsv8ndMzr6mrf3/eP3uQdDea19LADdC3GgPWx6KGErJZL7yQIBe36ONDrXfUf7ijXsJW/HND/0FqpjWWmsuUlxExMxsXGb/fTETA1ubeikiVRUG5MinwzCfTkt5LnmOgZd5hAt1Xfdwfjwez0QEQIaUui5LrfNijGAFpZgUAkTf+RwpRAqROBIFsOKYf6PLtFpFu5dgJmaKaLQb7YwI8zy3BW1+3++53T9tk2XckltpsfXwA8APP/wga9dqccEYV9re045aDAwAcXvHfSRsu0omfB3k5JyRycmlYsZxaJgqbQ1WLy8vMUaHLhwlY2bbTeReNUFRzQRJAcygVMm1lk5nMz+Y0aqIQDvSVhdNhkzMaEioWKZbAFtRGAxkYCoGFTE2CEYBCAj+L4kEu239Zm//V+Hob93ab2Ohf/v3/29cv+sGYfek3k6K/Z/Q2zL6D4mIkRAhbBuUaWVo7QmVtk2G/qa+tSzLKIuISKnVZ3ghIiITjeNEPjkzptjROnyWkEUhr/s5hHA49MPYzTlrLaoA4/12ub5eXg7nU0qp6w9QqT8cmWPBiQKbg64EoObvBBRgcx4iVusqBdos0G+hwRxmFpzb1pap3WezqDdcywwRuy6hN5XYWwnLTEUqM6f0NjJKpJrZ/V5dW81NFxFdlqc9p2+efaP/7L3fN498/5MqEraxZtM06VQeHt+9e/dOdWVaNGW35+dnVWXC0+l0OBx29EU/XMxAABTRAKuK1LrkMndawEyqSVWrBoq6KpSRmpkJEAALRCRAYiatJU80EvfA3ZGJzbCIcGQ0APx9ctlvr98a2AqSGTQ7bNDo2+b2I2z39VZ2+X1QZ297//fs8LeGt/8n+PrE/Ht3iojMGCmlyJEDEdJ26DcU1MxU3xiOXde1TSz6pvCw2NqdA4DM7BaMQD2xJ3XM0WBVJkBEkOzJUSkFKbg+zbQsWQUUS6Fpvl9eXo+H0zAcQwhGeDweu743WboUitWApLUJO6/GICaiRQE7kOauWuGgnar+J8GhlBa2NntrRcYW8LTSQksIbUMyVdWHCaeU/G+9ruCBLuz6M9qhhdvVPvoaLXxNJW2Pao/Qti/MbBiGkKIXFZfn58vttesPh+M5hOgtT2oWQjidTp9//XS7XWJY+9BjTPCNa4X1bAYAM1Hz07SqQq1mFUwAAR1+c5p4taJiYFDRIpqBEZrVMs9jIubYcyJR06q/a3y/j5n+/evf2Mrf/NreHv7e13/v9///vf4NS95/4N99F9xYTSGEFGLfxS4mIgTVWqtWaWGXbdFsc4Cq6oDCnl+F0ac7A4JzuJEREeh0OolIFs0+CgUBQ2Qm2iKvWgsSEGHqQkqpzlkAwLSUMo7j/X4fx3EYho41cGqbWUTAREruuwhGhtBOdOdzqCnuiDKwqdQ3OySiUOYiu174Fh8+HB+syRDyqg7KzAZVduJrq30i1pxrzreNLQ4AzJxCcEXtb5xeCF/FKvu0QWtFRAT0VOubPzQzMB/QurIIMLCIxb47PZztl1+6If3yy08PT8vp+GCSH05DrfH5y/z68vl07mI4//Dxw//5//mv333/rthcxFJ3UIhzLn3sY2DNk5V7Fw1lrvkL6WzwXS6LI09IzmMmQgpGwAwY0QxNLNuyGBrE9z8SBdSo9xep1+H0QwhPAQ6l9BWjMitWxsqwMFaCSnp8W5+dPqob6HZQoctjt9Vo5xfukuT9OrcvghxXFj6qYQUwpWqoiD6pmwQAgBDZAACo0ExoiIZkBMbAAAQSAiY0RgAGBBCCAi4eqQMigosDr1VKNReOQxYgcxFdCwBkhrEXICFCQLNaGOrQdV0gphQIWU2WqW5nMQBg17sT9O1RdnyPvUtpgOKQOv8FIooxtSr56/VqZp4TgauBlFxUb0U4oBOIXQk2pXA8xJwnVTGtNeM0h9t9GKfzMMfu/LTIcnh4nG7Pt+trNOVIx9PTknWudcm1lIwGTBCZGK07nNYmJqkt5wLC2KV2moR97tfCbkS8Xq9exfaUt9X3Si0N0twnx173aC/VjBn3yN7uUPwGB2pHpu3Srb2rbDAp7tJIANfGg77v7+OMiKq6LPl6vYLRMAyn0wkAVLXrOjMxXBk24zhS4NfrncN8PL9jplprYBcgaCVmVFUCnw4phitfjMDojcL+9aEOVqsxKqEC+nmUiYph9eHeZkCw8tHMvpqR9G+EhW1N/JD92o28oY6/NUIAMPA6m65yV84YWIdret3EZfDXanmghKBu9OQ6IBYIXRSLwEBQGWDFmVwbfnvCgD7CZu0I26T7m8AkrMxqP39VTRVARUTIpIoxAb/JrCAiIi+2xmiyKQbITo2Bvm6tMLNpmlJKrporIvf7fZqmUsrhcMCNWoQ7tgkzB1qzWbI2jbwtL5hZLWWe52malnnWo7b3gg06ut/vopRFcq4iggYYSBGIViFg3ICSFkW6QfkdhX3XgseWfpCcz2fe2r1h86GqOi93+7pugxvBBb4OO/3n2/i9ryq2fiY1N7i/bfr6av+UdoNi9v5znidPD8wshBBEQ9BSyq+//vr4/t3T+aHruvP5HEPIeQ1guq57fX398PG7ZVnquAzDOYbu9XohPA+RkForEyCy67vAyuH2I2Ubrbypyu9Pn7KABYlEQCp1qXliGjAkhILetbh2ORIgme6YcwiN79K+ePvhttfNXI6A1tpFM1fyP1xJmU3wHiE703D7TXRuuq1kA2AjBHTKJQAEIwADU0JZeapGBozAZusYNUUAqIjglskr8KteRoBmcy0cxbWYtP3J22YgIi96MXEg9ABStW5EIimwlsf23s/fYg+Zti2hpgDgQN00TcuyuFd00hV8XWk0s8BERK3DDYF9DiG4LiOiiS7Lcr/d7pfr4XCYj3Pfcdv2XYpV8jzP01yzqkvARR9cFZgIWnS5rxe8fVo3wmm6N8vp+zQMXdv0bpbLMu0DAF/Q9iEaudTb+PdmA5vHa1+/PZVdLPqNf+NdY2vb3G2jN5Sopa9FZWXlVUkh1Ko16FLqNM3wSoj4YBZj7FJS1Wlafv3yOed8uV4//vA9Is7LOE33BcuXL19i4HQaApICATJyYEiYFwRFUAQkb1AGfOvh9VFcStB2TQUGUAaESlKkziQzcI8WEYmA1YDADIwNEejN8P5NlHK3bn83r2tf7H9BaFlX0pAowDbuz9QAGA3AReVgZXLiytirgAjrPBVCYPQpqAaAZJYRg1lBIgRuhyiiV14U1nqoL5D7fNcpVrPgZT8CRMbEsetiFwOC+uwHqbJW8lQVTDc2he+BPduRNqUz2v0OBVTVcRwdigcAH4DpjQGwOzFto5IT4CriBri5gbDWkwAMQEudx2kab8v4sCzL0B+9IFdcEljLsiy1miG6FnEXHWEi793ZO+o2MYl3LWkhdWupwGerI60GME73Pd96Mzn63WZK+3qATLNyVa3195UmWvjULLCVTWB3wDdbnaZpfxD6X4UQ+tTF1HuHZYxRx9nLMiGEaZoAsMz58fGBmE+nUynl86+/AIAfkIg4z/P1eq1Vx3Es5cmsFzRcR/AExUpm/h8C0HrXSqurWWEcQWgegHy2JvnQ0qoyi0xkHSIjAEIiYwREIPDyPf7dOht8bZnbjX9Lv/h71/poMMMafwbbOidxG+jmQBKsgbEiYpDgDZYK1d/LiBBcLJQBwNAAA2AFYHPpndV8ad207gNhewcQAAMVBFiDCOd3meGOLDFNk1PHzfU7bUXjG7BHO1py2wb70HTdk9schD3RqgmL7ctdvkSmhh4oA24FEnTLVFMAJoQqWsqS5yXPi3tUt4JpmiAvgJpz7oczhBBil1JKwQ1QVCtzbDZSd0Pm/RDxmwp937u7b/VE2+iafvMrYWfzS99Ej80a9+CKbcGt6oqDNrNpm2NPxW4XbHrG31R49wvnvveNeSMZgTVqTDwMw8vl5r8ghnlcRG73+xo/Pz4+9sPw4cMHEakiZhaT9wy0wSv+BSkYGKlhFSA0/w+9Q9530joYQreodS0WAABzQAMVQBI0Nlm03rUyp4hAa68/ELtH0q1p/+/U2faWua35Vz/5Jr5oy9jOuJWwvD4sRE/tFMlPAVBQpXWopoFBMG8QUUJFcMMLgFYNHXAxMwTyebnr51mLPbqmhUAtD4SVYKAr2xaVqffXNxU1rdUyqkktpSjgFmO8RVthu5Hm8doR3+59v8HQ1i3aoMRWwW68rnaOO8S6HgWI6xRVXdv5QcBM18NFtC45L9M4jjmfcKu0JcIQaRiG1B2NmTgyMyOplC2/k+YGW9WNNg0hjyLD58+/tkfovo454C43ay/R7r89793+s7KJ9Dfj1NUEvxo4g1vIugda/JW/gWr2b4S7/omG9vrrrOMNXWS6S7TxB/K0uMVO0/T55Xme5xgTET4+PhapHImZD4fD8Xg8P5zA+H69kY9NMUBkDJE4oQri+HZ8rJQxBTVA2ihkWwTuCTclqdlElJGtmGKtd8schhNhMCA1wrWRf7X9bQ0bSW19GtuO+RrTUs8S1+/alpKqbZ2ZeS0SIkBgQDJzrp2/L65ODRShGlTASiAmAqAoDOZQqhohQkToEYEtGIAqIq2JsanttTYUaQtH1w9PsMp8ORmQzNbofUN6ScFMRQxUiIiaEdpKvkREeNt6X+2QvSHtz3GCt34Ft093ic0CaeNS+58zYGgT1BBtVWRS5gAlqyqhEaCK1LKUefHyWzTt+x7O5w4hREJEgyCIat6UV1WK1iJSbLsR27VD8KZO6I8vfOOR9lYHGxd0f9L03dtoLl15eW9n0r7IQcjgwcxOGKqZYisVtj90z9lOu33YuQ9WdaPh+RUC5lICJzLw1NQzCgBIKZ3P57pJp37MH4/H41IygPoXKYV+SIe+C6Hz9iIzU0AmZuo4DgyGFb92Smo+mcR7Ud+uFc5hDAJZ1UwrGBgUE7Q6IRSwAhTB/YAhrzHhW4sz/J4PhN3JDb9xffvArD1g26rDiAjQgxN0LLj5gRmZIAGgoC0ExSyDFR/6bbWYGyEAckDrgLPRwDgIKEEwYDP1QZxbLWUHLr194TKSW3yxSm+rqpKBGyEHZCRmJDCpGZEYmZCI34Z/3sb7/lBui9OcRON/rf+k5qVv/7a143jDAGyn//opEYm8GIa+jqarxjTvhHoNzDsSa1nQu5Bs7U8wqZ5tdv1JRJysaqJg4hL9w7Cisq0E2Crtb8BM32+y8L+5cAe0vAWZ+vb423IAvKFA+z9n5rAJ77z5k+0z2S513EeevA2c2TOVnGva3nT/CSNzkXw4HG7jPAzdvBRmZoVlyff7vZQyDEMp5T5Pse8CESIDSddFM/vTn/5gymb44cMHEF2W5TAkAKrqaUKsQMQxRJSaRRUN26zWtSvXV8PDU7Q8z31KIbFpLqVEQkYoJlpz6A6qalKZo5llqYmTQjWzVS5jW0BVTSl5ZsvMDnohYs45htRw7LbDVPX5+dmPno8fP/7DP/zD4XAoUkMIVgMiAgXXPEJzmFdVlsAaWMCmUq55vlaZVaUrRa2qmSIQd6k/9sNTSE+mGvgAiGLiVClDEKnE1Pf9NE0l1/5wRMRSSuq7PC993xHwNOZaa2RCBq2r2h1uRcUVaGBygpkvrSLY2hVAS15++8QRseUjW8C1biof5+xtor5QIYTD4eAQTosGnVViZiiCuKL6ijRrqWpFNBepBqYoIAYWApKBj1IspQR+i/z9A1wulwo+7AkDcQwhciICF4xv7+jADCJO09Tw0pUx841dwe7E/cZUYujbctguh2kG+U3E6L1FLaVu+4Z2km+0KfnQrmXedv34tnWOf/Mh2xKAQ3OIYT0Utw9DRBxN0RRVwJvaV22exldBBcP3H54SpxgjB0f/I4WOEQHZGNGZ/poVxNXuvvkYsDrtr4SY/Ol6YJGXieloTraIEQTnvEx5yqm20EN39dJpmprUams3W5bl9eWyC0OkxV0pJd95nhfYBjubdQBISgaGhgQVQZiK1lnLvORJy62Uay43k9lMSBczEzA1pBBVD6Yzz/Nw/I5ppby7ILihGYvBIlmY4DDEELCIIaKJdl0noqJeNI9aC6KFSIAK6lmfISFvOrktIgNwC5Scc6m1HxJsSZSzghu24VphHmfuJcw8fPNxhY53AIALheFWTmtVx1Pfi4hIRWJFaA3o6gL7juKunsB4G8ri85tqrViKD5zn0CMRUkBEAqRVCVFT6psPl031UESOx2OznRBjt7e3tss3UBQAHMZZN1Yt3wao/kWrNzbDcDeNIXrbRPsoROT9tc22ccf53kMyusOy9tj0V0ZYF9VGo1kzXXjr+AwhBDHnPlQzA0aDNvhPyUwAAfhwOLimk4gYqKkZBGK00KEZIpvOpgIChm2V1jARVgjEESc00CLCYOtACEQy8vkWrjRmZuM8f/r10+1yvcvcdkZTPaBtEqvbcPtiWZZ9x/3+8k3mXctfLZElf7aEgFAAhGBBy0yzlktdLiVfpN5BZ5AMIIRVvSaIZhqtSl1MqB76xEyMUJXEhycyICqHYy1TiEMInMvswJkf9jlnNE0hIoOUDGCB101iKgGB1gFbYKZE3EggqgCIMaXUdcfT4MuCm1yDg4jNlvyu/dBX1bqhjgDgmYjvwzcocjcjjIjMpNYsBghQpY7zNM5LFVMkNdSVt/B2+Wsirow5EvHKJDuaEjsHZrZwVHDTyGlVBp9TstIea1XVsLe9dvk++Cb8W09W/Za54ntvmuZdHuJ1G1C1WtcWEveQHkWEbZhbO8jb4eQxVTO2FqHh181pb+eFKpoaEOPqTpmZ1ADW+mGM0T1Jkapfd9a6IRHYSkizdhJ5ysIIROkgJSuqUiQGwwwiRbyo9VabflslBhFFVdfcc9FLAIqx4xDNgoO/yzJ/ef3y6edfLHIzm3bi+I4RkXYwNdLSWr/6Orz3zaE+cZoC4jp1TLUVN8VAGQRxAZvAprq81nyty8XqRJYJ1nlbzMaE4CPFVQAr6GSKIDdUplqhSslZrRoaoh0e/ohmAVlLXWZN/ZFCeL7dSykhhEPXI7JZBsMVTTXQdfTVluqDqdo0TfrWChdT13XdEGOcl1srlbUlUtVWT3ZP63s65yy1+kHsxXrX6fP5oQ0X3Ad33l6IHMBsWZbrfVpKNkLVlZugaw3GBKza2nFOZC3BY0SPNuWtfGBg4hjTsrztf9wSQv94/lKqGtyz/XZzp5QATFX0a03yw+H0uyexBwOrIv0WuwIABm6jjD29cY/vXfb7y1+nyYZ/kyu2D9nco38bfGAWrZMiY4yBMVdf67VetCwFkbeTiH3+hJnBmo03rw7gpWfXyUMFUO6GClSqARlFZGW1SUpG/kqWp11+8hCokVfnCIyNAhivBmlIkWOXYgzAGLoky+JbJ2wBlR9nvJV0UTV67IBQiut4f1uyJ9cWIzRC3egFihBNASuCIFTETDaaXEXG2/UXkNHKyCZMGl0l1VhEyNABNQMzqaZkNtXpiirGfS65LEvVBVAAlEPX94fE3bwYmaZwmsvy6ZefXy7XP/zhT+fD0cxqWQm3ZquaG4Ai+eZWL1IuyxJjHIYhxs4nH+Wcp2V+ffnUNi5scSkz7yfdulPKOc/z3KeurYyHV8MwHI/HhkE0xqX/pI/AMVBIVXXOy7TMuVYOPRAoiG74r5morhM7aq3C4Od7ggCoIQRAlq1v0EQRlNERA/Jev+YSXcAmxtiInyGEBF/Hov5FKXXzf7xHUHVTE9Cvawld1zWowHad9f3x0BbRzyqPufcnWVs1jzfa4trfufb/BCiIhETI1IWV5oooRCRqKtoKnvvC7s4TAsDKV3bpewRwutY6fzr2KBiSGCBDtZqRK6luacLODAwUYd1kvAbG6kVgTGpMENSwqqGpoSIDMrQngbssH7amzaZ4ux0TXylP748n/8MWz0PDMMC7PwphNpxEb1ovWm4lvwStbBIRGIkVwNCMpmzM6HxKBEUfzQmWp1eopfC1lFLrDFiIzVDH2+cUEGok5C4l0/r8+eXHv/7r6+V+Ppzl/QfilemAuBIzEQD3085MEeB4PPq9eCpYq+ZaRCTF0HWdb+IGKLgxtODI7c0zxi4m95nuAKnZ8zTtj3Lchv+lYCEkBZpvt/s85ZwVEEyr+pygjeiLXxFRzNEGYDIFBCKa5iWrlqqq6gRup286jcS2XMPepJjEPzYRrSNR31Zku1r7fbv8d263m/1e+Hq/33GbgOGr5uOL55JFpHU22Va6aZDxN56toRHfnPR7+ttbBm+GKOBch03gYBckOzC1VkXXd8EV0LQ3mgiDV3hdAMg7NEENFcCM/GgmDZMts0nlmCJjWfIqV7GzZwOnt1lgil0iimAMsDZZEzFZaOqrVaVK9pPSu8BqreO46mJ5HugfGzcZ8lrrNH2FFrZrvyZ7owXIAIqQAWeCRWzK5SrzBSEzWQBDNctaBEAAAYqRMpqhS14iAQEhgkouZoiouiBUZiESAJ3zvEyXUgpyHw5Pt8uXn/7248vLy7zU6/U6TVM6n5h5qZmEIgfVSohE7DKBIsK4epWc8zzneVlEhDl6h9rxkFpwrluPjm2y3LwJczbQHw32savjEZ6P0K5I1pwE6EJE93l5ubxer9dqBhiKiigU9ZUkBkNk5K0VeD07zE1LrYpIzqLbyzISE/Ba+HiDbc3MHzQiugCU79i1qfe3Vxvn217C7bghB7hr0fd00zeTL4fvp1qrNALTjhcKG/DTcsL2O3uUrJmo/Z5GuH8LUgAwOBC6OyyaY0GHTXen5jfHTXvr/c9oHaxjWkefAShgS1kMgYliHMqSd+Tr9TUdYKdtGCOtctLIFMyAKDAwy7ppYuSY0lI0pXQ8HlNK4ziu774h2rhBauM45pzv93uMX7WGtaWgTUzgm/OLEAwFQQkVoKpmk6XUiawqmKnWYjJXyeLKEgunyGhiFoFIiYHICJE5EppqAatEhUmIzKBEtGUap3JN/eOJ+peX8fPnz6UUAPS69tPDYwhxnkcHbxEqojk7xR+IHxgup6IKIYS+77tu6IY+hHC7Pu/77EIIntfM89z3vWd6tsWZOecUPBRad6DuahINsNFN/NPMIkM1vU/j5XK5TyOFHglV1AeAr491o3+2mpkboYhIKVUyEXHoiZl8opuB1FxKFikANAxDa7WFDdpxF+UIZVD9ilfeUO/D4bCisZsHWzdrYHf9zd78n1q+N433NyA0MGndb4u17fjr0Jf5LSJVMJEq9StOoCdu5IQeWuOxNSD2yfU127iM49yH8HAYxuvogE3qki3TOXIpJSHn2w2PzpkGouhDqcAIiNQMaJ0zAQDm4RlAwVQVkQC6YNxpmsY8guTwLoAWlIxaohUA9Rb2LvRibBBqTRwG6k4UTxCG1J+nUSBgiklMEI1TrKan4fT6+vr+8ekPH7//8ccfX6qEEFDRdGWfBEwhJhCool0YBAcpy2FIaGWZ79//4ePT++9+fX7+8noTiqXIdxgJE1ccIlGuCx2IQ6DAKpoFpgnGmfNyjFxzKYvIAqYdYo+cEDjGn1R1KVwthf5EGMFAVFGh7zClAFWkCqMxYqCO6y9VMWDHYnGJn/75n2mpoRQV+g//7h/ePzx1Mb1Od8eTOAbQAkSAVlUiE0UGK/MyMWGMiRh81KnKfHm91VpFtO97L/S1pMZbYVp/zzzPniIi4g02KEEUETFiJEbE4dh3KSHasix5LmZGjMRa0g9fvnz56dflMhHSyQytGimiSBQwIhRQYOMEOBSNf5Qv3W0ERPdeXdd3/UlVu67zg2CeF23U0DA8Pbxzyy+l5JIBIMbD0/HdKoAksuQabJeGNZ9ARJfLBXYxJ22lvId3D3uUqRnt9Xptv/x1uPjmtfb+h3eDaGAXlLouz97v+Yd6y4XsLSNtUQFs6Osm+EOqCgK65nmIiIZUN32EnQMjd7i/xTk3p+QC6gaEFBIZBCKUWSWTsiKBElhEUAYD1OroCzFzYu45dhQ74gRAiOpjLfev77POfQVom//qOfPvfh4D2SQdCjP3fT8Mw2FZPr9cGV3WFhANSQgMQVSvjGYgZgu5yDwFpJSXrEVq9WYqRRTEaqgxRqkqBgAgJauqM4BFC2qi3keYJ2ApUnKusXuSKtUELI/1+vzl9TrbkpHjodXudEd2YWYzKaVKyZVQKgYCFen63pORZS4AEFJk5pS6ptDXYpwGS6qqE/HrbjRFLW84JAdKvJpu1yXZ0Ej3ijnn222c4cvr6+s0TWtmvvrV1RAM1u6KNfTDdTSge2NdVW3BzO73+1pvCMFVJnDjxLRA9P379/5zEfn06VPzJcFTkTYTuxnh6XTCXaLoyV6M0Tet7Pp6/b29/t7C7rZp9g7tm/2EX3furNBCWIeHNm/p/39Dlrfy/RamSlXhDZtpRX8MjGtJwoAQeU3Q95+HKLyN1ngzwvbhEQBIg5caPM6kyMAJtdc6gxWVDFLBKoGuEm5miIwUkTsOA8UDcWeUDGjt8TMyU8SVsugrkHO+XC7LsrQC1981QpczNRORwNR1Q0pdH3s0QEImDKQMBbUaGkilUDz8QCmS71KKZNFMUFGFoK68aqUFsSKibQLiZgZSbOUlVjDJswSIFiEGAkQxEAOGWAFEgxFdXi5fXl5mSYZ9f+z77tCmibDDrWbqMQZaCCEypBQiI0RVedOH942UUvJZBrQVUW2rYDuFSHYCSm0XdWtzE7bioS9pngsiIrBqnWp1CzGkX37+ZZqmaZp8Rp1j7T4gRL1LGdGrTcSAZC2R022YvG1szW67vAI3z/OyLCZrFd2DZwBwsQzZDTkNDrSYmR+rDVDxF/IiI+xaIV8vr82CbcdnH4YBfg8e+MbztK/3NWX/q328/s1LgbeNrHXer5pZqkpVUUMiEvEy73pvyIRi5vA9UxWVnLXp/G5vvWZT62wmH4ruFui4GIOBgiGy8yURlTgRRjMJoZpWUDEQb4cgViNGCEgJMCl0aqSCHBCRjbYiBDAiOvmJiDzl8winwfF/xwiVGA1ERAJxLTLPeZ4zms+zFoaCOkkuBQtqWcoze2uDGBbRXECAjKuwS8wZVUBBEsUFAEw6M1DvLSAErAHNAEKMAJaXpQpaFwNF5o5Zs5Jij6mL3cP0/LyIqiFFHoahH1IIQa36ohK5elMNzKHrAlNACGCmVc3GcSQG2LgvMUYito3n1TZGS5r2W6jB775lmjPY50FzKYg+18QUwGyl/r28vnq9YtuB5FQZU5f/WCdIBQSnenv5vLW/r0gMMxH1fZ/WttVpHEcvE6CRu81SysvLS2PVuUv0KxwOK7fT8beW7C3LIlJ85BjtZ7bA77PXm2V+UwkwU/jNtUsR3zrl/Gp4/dcYA97v9/UggDfqTDsFDaF4VGKKjBywFmX2TlJURFSsujKG/HWaGfsB2T7a2xhQAAAy9Nkj6n30BhFBFTSEuBVkBczeyl9BCdmAAFgtmrEaGxBBMFzzTB+m5aCWq8I5+K6/NxbyN2tXaWWBg6rer7dlkdfrnRHJFE1AF8mvFWaEDDJN9hMBEoQIIVhkZUYGpqUsqABICIysSGogZlp02HQyEEHZq6lgiTF7CxhwCWwaLUQimifiOHT9MR2eKlwo9EQ9hu74cE4pAaGrma8n4/pYvUwrWeuUl1oWc8yGkGidXeh+pj1i25KmxquWVUUmNvTe7dDK4joVTo7b+ONAxNOcvRp5Op0F8Oeff/7xx5+WpR36bAbiCVY1DG3qEzAREzEB0yp1bVuRI6XkkKT3ELvtySa3GUKQogDQhHYbX2Ucx7bDw/l8bsazLEvrnT0cDm61qsrbYKZaKwZP8AjRJc2BqBW43qiMsCGoqm8GtrdY2iY9fQ3AWGPWbtGmW7W1tfbKVYtIgdH79IpKrtlzgZTSUiYiYkAxdBaaqi61OCvavd8e6d3szj/tXuECN/mGtTHHH6sCoqsfNrEZVDMTqga0KtFQBPUCPVdXrUI0EzMkQDJ2PL09DM979zDYby8zUWRvGQGA221UmOZcKTCCoRWTScpN7ao2mcx9P5shCFplkaASRZmBtSiAARMRAVYHT80EwScTG0IlM/DJcACai5PLKHQYBoW4VEYi4SH1pzCcMBzGRZEThU6AHx4eOQSRgmDMCCoe8puKFBM0BlMpJgXMQgjnhyN4qFlWq4MtYWkxF+wYVO5e9lGDr2GKq3J8ERWR6lQTpxlxGIYjcswVrvfr88v19XJXjN787mCEVKtmappwVYtm5hA4BE7MiZnoq3mDnuN4UuaCul3XPTw8uNam5xduFGGbzeRZolc+1+Pjy5cv+BsiqNuubYXF/TlUpOCufNzWa08E/+YF92u0R2LhN8EnIhK/sYqaEYqol0wQNxWG7WEUUwNSU7/nEBIRdF263G7EFIhMzBtMqun+/s2w1mJeEN884X7g7Zaqmu3uyMwAaIuk11DlrWaPIFAACLxp0Gh1Nft18OojYyDi1eO8tef40cAc/54Rog/j8tl1wPOc1ZBTMlWAClKhzlSD2RVhZpuZSMREai1ZFjJB0gDrRyJA8BbHWrVqEcEuRTQNKKS8uncvD5qCIcUQ04lCLxSVAnHsDg+H4wNxlyte7lMR7GKQKqfz2WOwGDiEIFvyBmqAljikyAydSiHCFCKSkUFGVFlDIdwiT/d+vnPc9QFAQ/zbEbbuGRUVyaXUqlUFDI0YEHKV83CKXX+93375+dOn5y/TtAAlFSNnExg4SkW4ej5ECCF0IcbIXeQUOQY4HA57z4Fbr7BHkc6Pc+K4w7YpdE0dHDe+Qc754eHhzXZaPXBvLQCw9xgu3etxdujCfkvtEc59qgYbitV+eW+EROS4Vgv0WxB/G2/NxlqYYQYtMfBO2vZUpnn0n/u9ISICOoXWwIAYVQHXkFENl1qqrWftW7qLrjXWHJACrKJOVVcJRrd/9eoWmN+cc972t2nUeYu9y5qv3nXr7CT81sX5DvMH2Tx838fWhPqbS92XMjER11rMcEjdON4NDa2iFYDMUAIuCDnfg6ppqVLUBBiYyCUAogIYBDGugkV0KlyLEBkiGSJDBuPgC0HEAAYE1Bsmxd4oYeo4HQ6HD8PxWCqUZbrdqygqghj0QwdoaoJIxCAFDBQRY2Bm9uEOBFqWrLVywNvrhYgUYSVtqqkW2XIZ2iryHuPBFqC6b2iWWdscSwEjJA6p62PfhdhNSwbi6238+dPzL58+X29rCRGZDAGN1NuzcC04I6IHzxwwEEemGCgGclKBV0S8atJmjXk2W0rxSik6VBNXuraXeUWk7/vHx8fmYGqtK6O87SHdXY00MwxD81SKbzu4pX+4TfZt6dbmweSbpuF2ikzTtA8n/O1EpNtmfPu1t8Z1jyq2D6Cqc14QfYqimMl8H43wMAwAGkISA611nucqCoTMfLuO33343mz9wP/4j//44cOHx/PD8Xg0wxCCidZafWWnaUpDvx0WK2YNAER4u92YmcIqSOdJv4hgGBCRKGBARwBEZDNZKaoxBlnHSCVQCzGM43g8HlsjsutxzPN8PB6XZYlxrU2v7XMUyACal4ghQJjyQkRgpeuis1uIRes8RFzGBGakjKQIgqAA1QDEpFQyotCdpNDLdXy5SKn6cvnl4Xx6//jQDz3VJc83RkohhJCG7oCphziEw1M6PmAcqkHfP9ynfHp8yi/TtGQBvLzevvv+h8fHx2maTodBreY8i5Tj8VgkB5AYIhHlac7LtCwzmAQk24SbEGwpuZQ5hBBS7PrkQhKwdeg6l8jdg4eL3ua3yjopMsXYhZS6EKMRl6rjvCjg6/Prz58+P79c5jkbENKa7Te/ZoBEzOSwKpqq4y4phhioT3Q69LWuyqVPT0/v3r1zbpNvXXd9DnseDoeVRz6vDYS+mR1wgT3QaBZUa8u+2tUCUVyJXd58DAAmUtsfw6az4JAUALhtw8qPoRC4OZe9wwSA8/msWx7ZgtJ2ItBv4EFs9Yxt/7UOF62Sc9aa0WyNsKSmGAHBia4EiMgoZlbXtiDmw+Hgq/nTTz/dLtfvv/8+pXQ6DgY2zbea+Xg8HvpQoCBZYGyxt4hU1S/Pv/gh4lvEgekUqYgZWK0LbkLdKaWAVGttXhNgazTfgCjdGghog+P9BR0DkK2jco0hfcO8XQYAAkKqUmtZJE9CcOOSLUEt7wAVrAJmAnSVcYUqihgHCl2u+HKpz682l0PgzrhcppLLy8MhPZz64fAUGQGU+0PqjnE4QhyoO4XhgWIfgcFCERnv+XafEULXsbClwMwYCIkBlEIIJmuBQUWWZQGpBqK1ogExB2Kvs3FhZOddxXVkC6xKMM31tTio1Sf8uTiyyGIppRCjKozLkosYEnL4248/3+flcr1PcxZRRUAgMwjmRe+1xAMOvzCZQUxp6LsuBkJhNDQj1ZzzMAzn8/lwOADA9Xr1xM1byejrvsdSSptu1iI+MyulxBhbnS+0GfHf4AH7vrV9kFmltu34NQDzFjk0vwe7CO+bkLW0UVK7hBu9cXvjuO1c9IrlwKqmtcafpRRkFsm1VlPlN7kXOHSpCNa6+KQOBhB4+8DLskRmADgc+pcvU4z8r//6z4T27t277z9893DqiUg1j7cZh8FRkHY0IAmJ3K/PTs32ZGAYhsPh0HUdB3ZfjWAISOpyiIguH4jGBKZgtCoRFVk1r9pZ03hILVb3MMzP3X/+8b9/czx5TYUDuq6S42diBgK1gNTgyr+IwUi8NgkIHINRygr3pd5mWWoQSICHOksIxCFW6iGd+vMxRUbEmPrucEzDA8VeIFYIS6YicjoMIfaicLuNIkLIzHw4HAiQVwzPQmQppFrNYghEpqVWEzURQCUhMT2fj461IYfUdyFEMZVquWY/N9tR1dAE3Yhs7jDcKxrBVGqdZkBG5Fzlcrvcx/nXL8+5SC7iDYfgiuOeZBASMRKZ62rEwEgG0vf9kBKTdpzOx+H908PpcAiPJ98G4zi6sCJsqmi2FTNxw9hwa8iGHcW8uZCGhgQPXvFrYmdLi+E3MmqtlP0V2IDoJI9WK29ejoj3v783Qg8q9nw8v/bh62a9eyjI2m1shIGCaghoqmbKiED8cDzdpnmaTEVQveSDjKHWXIrUWmkgRHx8fBxv99P5wKS//PLL7fJ8uzw/PJzOp9PxeBx6noGMTMB8/gutjVAaEEWKVst1rhPme1j61Pd96Esr9jBFBFOp3qlIROoz+NooDiZUcwbTalGqjYvcoHAiOp1OP/zwAzP/89/+xbPMN0WzTTZzfQUgMNfnnwlXfqu5uqYxmiEEA0Du5qKv9/H1CvclCQ+1wO1+kzr++X/40x/+/Kenx3MXOfbR07AYI1JQDMWCrlJ0porLLIGimY3jLGIAtRu6p4cTmgCQmRgoEQmYSu0JGdBQQA0RQvSyvwHA8Xj05+JK5yJSpJYsnkXX3USKdpJ6AOLbvXXnEHc551qViIB4WuZPL68vLxdREAVFIFz73xXBFBXrygHniBxdOpMZCTCEtSJ9OPY/fPzw7vEhxYhEt9vNmRWw5YEA4PO//Pcb8A4ANUsLlxy8zNvl9rLSR1vS1faBbaDFPoDcR4zf/BB2wju+u9zi6Q39/wpKbYcH7vp3/KhrNtk+jOdjbzGzQGtmUVVvuQrECFhlyaUAUt+H0HclC/kcPLO1lhFCnm7TNA3D0Pe9lNJ1nVqd5zGm0PUBFIj19eXTp09/e3h4eHp6sv5jCjFEUsSAQECiorn0gYtVs4oKJlKWGWbUlDJO3hd3OJx8siSGSIhVzYBQ0aCqVScAwNYd4pUl30wty4ctCPe4i1aZ8wCmAOLdHooAiIogKmjVVFRiVVLgqsGUjKuLnQkCASlGBDYgqVw0TCV/ud5uMxodi/I05iHhcHz67o//8PhwMp9iHSOGACHmUnIxM6AQmJJ7yGlaYow5L9fXSyBmcgldU62RO0ZwcrLqKh9a8sJIIXCfutSFxMGVEadpchxaVaUoAK5q1ruJ0Xt/4EkXb/3pXl3LOWOAkGLoaZqmz5++XK/XJVdDqlrEUNTAFRWQ0JtviEOIIUaKiTiy2yFSIATNqtqncDocT4cjgt4vr2Ne26k8/HFVEQ8nHR+SrV/PP+3j+WlDDXAvLOrU89BaHmFXZ29MvOYPW6C4lhbwjQXaLMrMvBl3BSd2Lc9uJPh1Rb4t5TfhaPBRb9svNEvzxV+fg6zHhJ9fHTEBMqMLCpRlZsJIrIiBIBAHRq4kYGLGQCl10zT7jB7/qOfzue+7abxpzX2fPn73rpTlp5/+9umXv70+/yrddDwej4eh79NxGIaOEZmRGFDEVCwyIZOBoSrVqnrPGWW+zbdL13XdcIhdxzH2hxNaACJGq95RR06OWWNOH5txvV59yb2g1PZZCzfQEIDorQq9FiqJfVNFCpFDh6asAgiQMgKQAWIACAgBKBgwQYrHQ4bxxy/zbbxLWDhEDRq7Y0gHCINyb4QcoyBnEcgAljhxHzpVGG/3+31aluXj+w+olqd8v1y7yAAwzffXl2dCvzt/WOsgWyLqYgohpBT71HWRAVS3kY/kUzgVilRVA2TElaSxP8rbZEJV3fRglIi8NnCvYSn1Pl0vl8vry3VaZjMEolp1JUsQMhIRcQxENITEIcbYUUjIBLTN7jRF4xj5cOj6vitlma7T9XbpDmfvVGzRIu6aPJ1K3qDRlFK3NRm76bqleCtfi+aC06EbztEOGyJamVvoMAIgYWukgq8TxWZmthNo2JN3f2t+zV/D1yp0ezZ5C02ZqeWQ/rPwJuyDpRTTqtUnJNeimsMcOPk52nVaTcucQVRBvWOImUuRmrNqPZ+PQ98dhvj6/Ov9fhvHgQP2KXRxOBwO/++/3pal3G5jl8Lj6fTh6fE4xBBS5CQ2mWggDhwUDETJdPBicc255GW+8f3KMWCI54cnjj1S6IZDVeDgzJi34Tnv378HWGezevjdwOG6jRgQETAC1PX/AACmCAZAxIQcEVI39P3xAIlDHALYcAMggkCYCDvCHqkDSBh7jN2iz8Q/aYDQWeoMRUwRiQ2pGKMRYkTkRc0MGSkaz/f55cvzz3/78fnLlzIv//k//z8+fHjvRVpAECkgGonNhBEA0T3D/X5XsFK167sQOIVI7E09c8m51tpicldYqqqwsWq9ztZ2fKsEtC23P7Ivt+X1enl+fl6WxQlPpZa85Bgjmmd8gVdiWAohHGMk5hg7oGCrEioAmpSamA9DdzoNiLjMs9acAh+PR3fOrXWj4f+N3OK+zf1knt/0eOPucmKN9zqGhq6202hNcL+uvDez0V02uMvTVuOBDT7xIAoA8G0Wp21WZGbmSWrj17bPkGveB7ere4QV+DHzSsEbqW2e8zzP8zRKXqbxPt3vBCilns6PaBCI+5hKqRMUVTUAX7uVlyPFV+F+e314ODFT1x+Ox+OSp1KWfujef3j3fooEmnN+fblKLokphceOoYuphmAlI0AArAYeUAMUAOMVkyKpuUo2CK+XW0hd7PrD8QwUuuEAhnPJta7ogqNtiFhrNdOwiWf6Snpv+O12g6acvUEyfpW6EFhgI6LAKTJFsi6SHCaCgBCZDoyHwEemA0BHqZ+rlfq5SA0BDqdAicpo8yUrUjccYuqXWqwCBUJOgTlP+cuXL7/+9OO//vd//vzLr6B26Pv/8l/+y3/+T//pfD6rCKKp6vF4+NOf/gSbAkP78AqWc84kZoEARc2q5Dy7UOw8z85/UCBwwXMDAHh8fPSQTXdDp31ZPKEqpczzfL/fX19fr9fr52lVphXzAczAMR0SAgByWC3A6x4pMfMhBE8IDVkMqoqYOtW+NS2gWZV66Pvz8f3rmN2oWsbuttcqTI+Pj+fzOYTgLLbIyczcpppQUCnl9fVVV6HhGi6vVzeGGFLb2QBvY332vg4Ajn3XQlbGt9/Hr+nXAKuwT63ZPysTcWDElfvnm0yk5Hnt3gghdMwPp8cWGLtkjspaFw/EgdhpKqpai9Zar6+XcV5u85JryUKSjoHUSB8HgPtrkNuZqUvlCHaF+fVyK8djDN3L66fHhw9Gndj59Vb6/vzrczm9+49dpFyzqsXurFLG23iCl5zzP/zxH6aRf/z5R3vXp/gkRfvj8dfPn/rDYclTSPjw7vzj3/6lSwGsRzNAZQZVMSkIwIyMCuXOypKfAeBFVAW+DzilJS+1Fvz5n+5APatURWOqgMpJUIvmMPDr+Pl/+3/9CqCBexUzMDEEYACyDIDWp36ZR+gjDd/V8/vSBQtEKRZ+DGCESlAUpIAuhhWgQoynY31d/nb534fu/X/6n/+fL59+lZe/hmOyXHWeYh9M5xSMTJ+fX26L/PVf/vav//2fL6/PpjlhDWys979++TL+H6+Pp6PwvU9Bl3EaXz880bHLkJ+llARU75+n11/fvXvfwRKRT30XQrjf7y8vLz5E2Q/9lFLXrZ0+ZkZszIyUStUlZwAyjJwGjgE55jl/vk+Xy8v1fhvv87jMy7LUqqJKRMyJA3pXu0cKMXSxWxktMXYxRo6BmQkGYlCtNS8I0pEKljLdOsbvzk/vn/qh69CAYACA200rmJTsejbujZ233R+OjsYR0bRkGScAIOK+PzbFNwAtZfV+rZWPmcP5fIYdnQU3gJQ3Ef/mIWlT3WuW1rBNRHRCagOLWibdGDm448S132/Hg20w4OVyaQnrqr6BCACPj0+11jkv3ngy3mfvPECjJb/pjpRasiwF6nwaZNW082wT+2EA5F/mWZG0VBANxKkLIaydDTnnmiVGDYwx9QghJpfoYhXIVVR9AgkoQlMGacmq02pcF2sd3LctLDMxhVpVRMAqrl38iIiHwxBCqcDAXVGwvI/xf3uRqjoJh4gQCIidcmeiqILGMeChS4c+AAiCJlBGJZQA5jMh0BCNp2UUhWUeE6GV/PnTL/fXFwa83++HY+9VrJT6aZp+/PHnz5++/PjXn8ZxztOMoIGJkYkUyQi41vz587zMU6BBBc6nh5SSZw0eDc5TLqUqkBiG1Oeq9+k+jmOuyrHzaOh4PLq7aP4BABSwzDml1B8OTpyalvl6uU95+fmXTznXaZnzUssmRyaqMXbNMQAjISZmpjgcD13XDcOx67qQYmt0iuFwuVy0ymHozWS8vUieYgh/+OHj4/l4OhwYUUotSy7zUkqZLTdIwquFwzDEGFtO5ySQ1tXheiV+X/M8+R8eDgcnafvvfCVTibuJpy3U3gOeRGQqG0z3VS53Pp+bAbd1bL+2D2jd9pyFA7uuKH+dYRi2kHjt49StaVJElrJ2grQEfRzfRF03D1mklnEcwasCCgroBnl8OPeyIKjVRWWJoT+kGBhFKhOJ5CVPpcJhCBQ6gqAUQzpUzYpkSEhBjYrD30wcolpVADHNUoEQCLXoN0boDODUd9O0tHF5sAURMTIiBmQBrl6ybcMJvzY/AFibOVZqBCqqE8nRBNEINaImsj5iF0hr1ppJCcBUc66zShGRKlYMuT/nuco8dgHrkp9/+jEvS58iAKxbqlRV/ctf/vK//W//peS6TBmAAgEhqIpZAQYkejwdU0ovz5+H1A1dP4q8f/8eOeaqQUwU8iLTXAxjiJ0BTfNKnlTVlIZhGNYjmEgNxHVdjABdjBNC6qrqdL3O83y7js+X1+v1Ps0zcvBh5R5zOdLCASm8TcClwN7lEEI4nx9jjLFLmxQYIhAijrcxMvXHwazeLrd5Gh/Pxz/+4bt35xMjmsi0zDUXEQH1RpM3kaTj8dh1XTOWRpx0nprvxmZNe4AXEUtZWk4bmheCr8sMDQzArYqwyqjRVyUH2CE0e8/ZXtNsGw+0paf+Fo7ttp5oz4uIKPWd/7X/vKyVEgAAMV3x37l458hKN/HKoZkqSNValKQuyzIwAbILxk/TohiGmB6PQ61CVrVMTBQYAkFdShz6Wl3WQKsAIIIZLjWmoygzDxQgdgU4FLHe5++kWJaiYKZUa4V9iXUznXa4pJRKkVIKmIcPBLaF62vLKLiuHmJkZllhFwIEMENQ51uvJxqCqYKomc9oA0JIqJEE8rzcXmwhrbOJqj2bVpQsddGaRSRXKEDf//k/MCTMc0QzkDyNJpUCDV3M01RKYcbPv/76X//rf/3ll18fHs7DoUM1rWIqCBIDDUN/HDo4PXYhLvfb+3fvQqBlms/nx5wroQHmUvU+l6w4HB6G02MRmquJonHqhuSb2LfWknPbPG3pVPVv//IXR33mOedSRMwQEIIaAlNgRuR1cAVFREQf0JlcOrhrAElKyflo5EVLB9pVpeaUImh9fXme5vvD6fCH7z++f3pYptG0gqiJokFkBp/iYsFzRcd16qYv7BZFW/WSiFbNG+r8xEFcyy0559vttu8QDPx1dd5UqwgAeBdws+C6zjlTiKHZWDNRM2siRdvZvw6mqrqqG7IqS/CD1tNWVVUwZIoxhE0obVlKCyfE1imtqlZKybVM0zSNy3qVXGsl4KXUaclZbSl5HkcpM1nJSx1OPQMBFHCA2KQ/ns5dXEBZch2voMYQIkEhNVnJBmZaDaSqqilZNKgasgJS7PoTcScGQAHZQuyWPCJSNcViiOx6Pebsgg0JVlUzasQlP6YN0CEqwGpIBEFAndoCpkQkjYFkraEDyMhAENlFwFdpYYZESCCAkFBkur5+WgiEQJhAa0ZTBGOrgEpGiSJhDFYCRy0z1kKmiQIiyTJL7EspkXgc53/6p/92ebk+PTyklC6XCwMSWop87IfzaTgfh5TSqEgEhBiItVYzG/pDqSayZIFcdSkVKB4fT6k/v1zHel8cWYkxxvtoW4Osp1hNT+wNFxBCRGRi5hAH7vyMw1IKcCAiprgxeBMRxWEIITS9P0/YPGhqnoO2/Wxm787H6/X6/PxZa/7u6eH777/rEt2vl5JnBoxMXYqR2E8KrdUzSd9R3ruk2xgCB4q8XOH/WkqZ8wJgtJt+oaoipXlUYgjMtDt43goVzLT3nkQUQvTX0t2g3Pa6npK67TUCAAAUeWtw1k3Qfs8RbedBC6lXY0AE1VLK/T4uy/J6vYhIyWvlUGwVGilLzXleljJXybUsJUPVgLosxY6dNaWtEKAoESUQJUWdy6ymSmFglMCU80JdJGZVFMQKqoBsocxzrRYXU2GkIGq51OGAQMgp6g2R0NCKChAqWFhvFrfp1mscPk1TzlVV2ZvrwdFUSz052wfR1s5wA5AKb2PHtimcoGBgoACCiARAhJGxS6EPASGTUhc0QtY5AwigcGDWmcx8Dq7npwZEyKSCwcoya8kMRESMON1zpRwTA+pPf/3bP/3TP4nI8Xi8XC5oErt4GPrj0J+Phy4FVJnnkbtjyYtJ9dgkxq4/HMHocr1xVANUpNAdHh/fpf74869fvozPLSBqkQIRDcMggkW8rQiAQEENdTiss090K1BVVTMdhjPHkFLvEWaKqxxEOpxjjCmt+7ClV28xm8t5bGD7PN4uL5+s5o/fvf/43fsQCK12KXTcS6lS8ywlu4aRrZkUALQewvU0idHjaiJyzKYlTYmTu00zc/k51Uq76YBEGA6Hg38y2VoP3bq8HzFsl1sOIrZShZkRgaoBGBEw406xzczIC4H94fib9AYAYBhi85zq4NRScs5AZLrqUOSc7/fxfr/Peam1SrVaa1lN1ZEYYwQRqdoOBXfNlHOW6nxuSolTSkVmACUrAS2Czvm+lMpd1TxpVTVjDWoqgIyEIYGIQCDqFXKuJtVEYM4KtPTHkpiJIwD40xEVRm4ScNsQv7fLuVRtJzg7hJkR1el2BrK2J7tQjb0pKnrHFBkBbBpsq3UqE/eBDgkRAmoNoAEhITAqoRJqYAMTVPHWLs+4xJiRapWciyIFDKoQmNmnYqv8+OOP//2///dlnD1miYwfPnzsOx76mAIRIFqZpmUepw8/nOclB8C65Jrz8eFRhV5e719ersPB0uGYuiFwevrw/TAc9a8/xf6s2xBP3y7OcffqCwafIb9D3TeMj41icCGvLoSQ+i7FLvadh5oxrvEhcEdEIa4vYma8TfAWERWpNYvUZirLLz8RwccP7z9+/NAnyvNMAY/9kBd1VTAQLe7rQhdCKNsT9MizgZG2KXE4XcY2QvnD8cH/1SVnSlnWBJZZreZSLdsWFu7cmjso9+ZNvt5fvdbq9Q37jbbHHsvxBG8dbxZTc6frkbYZ+Z4b0F6/btFvKav8VJFqZtO4uAPUVWwrIjKRLtO4GeRKplFRBCviiaUoGHEgoqpaVRgkEQS2WUsVUdU8TbUq9wdE8B58hmDICliUHvqjAQNGsVwqwFIMIS81HbwdGxkZUUwRGATMo0zYjY9td73Lk1cLZGaR2Un9Rt1aA/03tC1g050wUKtoCgJggoBQF62zQBYgpMgsaKa5SjBQoXW6EBExckjUIwURylWJO2QuuTAG7npOeh+vnz8/P3/58vDwUKsSwP/w7/89Qo6JApuUXEQYkAm6PhKY1kJEKsU9w/V6v4xjqQrxkDDE7pC64eHpu24Y+uHUUd/CUVyLosbMp5C+uXH/NhF5O8XmDaKjYsfjMcYudZ1nPczsPV95E2FAW5UQyADRRARMVNSqlGVepnG63+d5HtgeHh7O5wElS+GujyD1cn2Z7mNk7vv+2B/chJya411j7voc8vEgzjVOddNP8dA0pURI0zTd7/ecM4A2kyGidRypaijz4pRVIIZdgdI9pBf1r9M0TZObTehCGw3nywJvI5ywHQxtQZ2o6c56nufL5eLdH2E3T7yp36hq6of2E88D3QxDCGJqtZphC1xrraLi7RFVpfooK6CipVa6TeN3T48ixYD8RAghYFE0KMs8pJSMlloPfWCBYjLPtwqMsZNqAuCjj6elIqU5V0TuDqnWWhXmvIRID0+PP//0rzFxnpcYIqKYbiPcUOuuQ1xEcDvlwUhEFDBE6rouRrvcplxcCpXMqqp6IOrJfZ86M6k5xy6KrNa9HXYQAwUEkxxAiJCRIxpBdQ6EIRkqMIHBOgQeSIxFqQhyN1zus2IAIGAohiJGefnxr/9aBQHofHw4Pz4wI2Elpsvl10BiWp/OD//jv/sP18v03/7pv3nnChmYYd8fqtjffvypAhrGP/37x7nUPz19l/rh+z/84fXl+j/9z/+RoGwh1RvRuUESvzXCPmwaECGEkJiZmHFtzEsxRgxrvuOmeB9nz4xqLqLF3aCpLvOopaqUWvJ0v91eL6WUGPD7jx8eHx8fH8+IMN2v4/1mIJEDIjw9PT0+PtYqt9dLzlnEEM2DT5dECyE013e73TwXPZ/Prlu5LMs8z1PxCdtz66Lw7XEf77TJiIY///nPe2maPT/ISbEupM3MT09PMcYpT3E3S7D9fmvpb0vpB8OHjx9LKbdxvN/vXtnzda+bB24EUU8Ovnz5sgVbyDF0TExRgkzL7JPMwScw+0h1Qslv7nT9K2CEiIgIrKpEYckZtxSXiExcvLQSRkJDEDAliOjuwtQAGNFsI+x99X+AjU8HYCEE06YX7Bw/txDdkEwnpguswvKEwGYmm/QOr9UxL6dsrw8O5qyvkMsMqkQ0jffQdwBE0Eh/iqBoraPCSyP+OkoAGYmMwBtJICoQYFAK3eH0OluuVgFBkSAQk8/f6Pr01D+Axa4/MXEtc4V8vf58PIc//vCxT+nhdDoNh8vLFRFUq4mqCVOkFGPsFCEXjYnGJR9PD1X1+/fvkMLHH74/PTwOPdMub2nsRdk1DOyNcIhr+rRFcdFNjmJor7NChkameOgHZjYQiEQFTTXnueaF1HKZ77fL9eX1en0FgPdPT+/fv38XTURevnxelklEmLHvYkrx3bs/iciXL1/meTGzNKxSos+Xa9/3p9PJzK7X6/V6df9/Pp/dPpnZCeUOzEBVAHOElohWzMW0MWABNHR9fHr3MAyDI5zuN1XV6XmlLgaCZMzkuosPj6dG+WkEN3fH/sYO0vR93/WRiP7yl7/IjhTu1o+ILpnR+D6tZuISXW19SxbTvMkcEKLZOqrkq8ht46e2hld0saIl1+OhX5ayEXSEIyuoFTEwACFARkNThBr8QDdF2AbDb6aC22XbyBd/5xijFmnUvBaRb6pOq7Q+EVUVxNUZuQGvB1A124HyfqoTIAMaQGRiZjIYjsO7p8dpvK457+9ErIpuhG+6qaQgBqSwzZMAMgiGASlVpS8vz/e5Uoi1CCEwYFZJBonpcOgRelNalmWe74gLB/zh47s//fE7RuvTkKd8v18PvU9fUWaOKYWu4xizwlIWo6KGIfXf/+EP79+/9xP8u+9C6rj5vX1NouU43/jDtAGH+2C1+Qk/+9qLICLjNrUhZ9WKalCrlHy/XS7PXy6vL6j2dD48nh/O52PXdUFzLuu+HYbucOz71DGvXX+5VgXrumEYju73vv/+exG53W7uTlqHRNimPzj64rErIg6pw9YrK1LqOhVj6w6ptWp49+6dmU3TdLlcLpeLmR2Px8fHx1KKv4HXKtoLnZ/OHo62RM4pLF++fPFQ1qvt4zi+vr7ebrfu8NjSIUQsZW0C9AYL7z5txqyqx/NbV0fJUkCqSq0VdrN1V4MARgAOSEZIgsDudkSERHKxUsqMMgxdzrk/nRFRpGIXwaqRmhoiECOhgQoSskMiFkxFCdgYTL+OkGyrPAgiglrf9/c8ESCqGxy13eCQgrNAU+rmvKhCKcU3lcNRy7KYVskiRmauCeziliRqVTJSNEBmfP/h3Yd3T58+/7S0o6j1Cm6b0xC8oqHeroNoaAqMoOAtCcAKhMAY0pzz68vV1hG/k4GXvY19wppBVanF5mkppXKUw6l7fHwYDqkuM6KO03W8Xbp0rGYhRUpdTIMSK0I1rbVWyH7a/sf/+B9F5OPHDy8vLw8PDyG+RRN7MAJ25P69HZJ+2w7ux6xqaWaJZLhZqdueaUWrsizzPE7jLU/jy/MXk3Lq49Pj+cPTu9SFsuT5+vJ8vxFRSmEYzn2fkKyUMs5FRJg59V2ywfubnIHRp3S/392FuHXQ1uO7YRnrVDLPCSNya3wVEWJwH1ZKAVgJ+mFZlsvl4nDLMAyn08kNzHadRP5mnlZ1h85t2juLPemcpukPf/iDW/KnT5/c0GOMHz58MOryNq6xnV5E5GePJ+juV1fD8/q7rKV/hVUyYKUAkDsjVx916cF1mNK6F7ehnKWUaZrRYq2apR6IOAYxrUjIAdXMKqwuy9hHOwESoFhB5UAkpiBgiICABG9O9w1zg0Pfjy8GwOQBJKxdlMwk4ICtOLWCAk/TknM2xRgjE3kLj+KaTtvXhPgYuSzeqCaB8XDo+yEh2ubZwIB8pvV670Y+TE/RDIIgEq6edZUsxrX/CRGJORAhWUxeJ1YmQKt9FzoAZjQz1191Kd2UAuiMUBGl7/g4DK/P11JKDOoz6zl2xnHJ6kKDYlpznvLywJRSJOp4pShyKzn4HtPdZV9f66/9Zn6mOTUX3spusKNJQpnNDEXKMl8vz5fnL/fbVcoydOnDx48fP7yLzMt0H1+ec57NzN3G6XSIMdaa52XNmLzFryqogSmgAjMBwU8//dR13el08jPUpWK8MuH2gpvettvL9fnVd7KBxLSilUQ0zyNvTfDhl19+MTNHQb0GeLlcfGyqW4ijQJ5resiqqm57bQh213W//PJLjPF0OrXY1zHZKc+NwkabZpYboW1YDu3IbmpvHYO2TZgAoJwrMKEpAiO+tUHtIVbdqAIIbKVO89ynt56XmLiKFEFmRgZQUB+cR0hEakqo7JNkrZAxookpYFiDPSRyB6MApkgGAn3fmyG7V1IkpG+UB/yD+amUc21hLRGBeS9viIhkLBAAFEB8Z73/8D5M8+12EaldTEwgUhC9ZEiGPkHCT4U18iQgQzUgRVQgAzQUNlRQMu9EQwAgxMjYxZgCs8k8XVVKYq5l6UNvCqBGDAbEtrKI+0TvvzsNQ4cmalrKomU9HSwGTCHEripOeakioiBmiPjy8vLHP/3pb3/723/6T//pdrs+PpxTDIG2Bh1342Qioqi2hfJ7awQAdc/5tYUCassh32D5KiYieZnH6XJ9ub1e7reL1Tp08fBw/PDuPHRdJMjTbb5fNeeARkzDw4OX1+/3+zjeRKTrY384rAynOQMYBUbmJddxHKVWM6vbPGAnzdRtGFvYZiXtM8MQQtdH5r7VGJdlCYFagBkO/eCebR6n1+cXz+gO/SAirqPoDVQi4sjKbbmbD+5YFjNrvV4NJvU3bgBMUUJCJ6Opaq5lzouZ+VDINTfYwTMxdOuD0VWyoq01qoMXu2rbt60ebyErEdW6OMDYSPrLbSyViGMIvKECCgBMUKoxoZqBqkvvIaioAesa/xoAvckKIaKBdjGZWavLu+PwW/GwUhVrrdM0eSVzy8X9lFnrOrCKBXuz5lrCfnx8jH1XypLnCdGWZUJUJDMhQ3fh9GaBqAho5owbMiBDghVvFDADRAJUAzQlg0BsUpmAQK3U89CdDunzp9kkAwExMlL1Edylpp6Px+7Pf/6+63Mp8zKPE063242RUkrVxRABxLSquiSkiMSUfA9cr6/MCKDH4xAjN0PC3QW7lO8bmHT/7WaCDpNXfyNUk93w2fnyy3i9Xa+vJWcGOAzdu6eHd49HRszzeLldteQuxYfzAVSXZXp+fkZEbzuuNVMMij0QhZCQKXVdrSqieZnHcbxN44fz4J1TMUan3TGzF9VpawPUjTvtSWPXxwZJbPf+Nv61utCTKyYBQKs9IOLDw4PffFPg87DTwlfr0oynITQNnuFtdCPtZga6BAAzexdFA2BwKxyV/JZktyfUntne4Hx4KjOLuWLk+pxUDMUis8raMOWfjde+EAUAJEIK8EYlQzLxURMErB6MoaHJqpOrLQxckQ8CrGYc2GW6fO/DNiJORfz2VWsp5X5XMW0bT0SKGgI7+gXIQKi2C0e3MeiIWGsuBe73e61lBYpshYh/c/nPyRD8YDAgBKGG7fp/aIwmUiJjCgxEP3z8cDyk+/ULkXYdeI2qVnDYvOuOT09PImWeZ6a51lxVqqwzTIW3acOympbhOss2Ri6leAu56wYgYgjUogNaW0lRxAuGoOqNzgY+cwD8APmaA7gSRUhErMqSs8dlt9tlnuf7px/NJIbw+PhwHLpAiKD3663miXyUPCMRuEtHg7IOY8VhGJgPRmhm85y7QWOMTDjPt+fXi0cxzPH19dULeM3XuWl5AIibOJDj8DFG0rVH1H/TkdWUnu73+3bKQHh+fTmdTg9Pj/4SnqHhjrTtkKkLKgLAeMk742lQId5vYzvkCFOIW8NurYxrl31R7/CvFYBFyZyIj+swHDUzlbps7BxCMZNNXxnBFEVBwSc7BDQjwJyjCpgKagkmAgZYjY36jlIsoRuX+bv37798+uV8OjznOTw+THNJUU+n09/+6r28tiwLkgEicDAkwySUlKJGMCNRJQxgakUTdikQ5Frn5XQclun28HAYp6uiKqpYIQicWBVFqpm4MZtIZFZTNAoIakiqiBYRmcepVMIBqEetZoDYF9FPXy5FlMNhOLFKeX6eCCfELmpFxC4GI9VcCDAEH/ggSMKgjCUZRxECM1CqgWJSrIWqRswVK2mKHdGRSK0+5mn+wx/+lyrTIv/CaEdZ+j7Ntlyt6FN4+fQ6T9f/6fSD5qnnADUmPvz6fPn580Knd6+Ykv0fgA8x/A/TdMDaJcJx/HEwhenXrnRH/XOqZbnPxAmGQVKQZTtzmdlVIeoiUIBYpXpw4vPjVg2HaqoKagDGaGClLnMt+X69mJRalvl+f3n+/Pr8suQJAALSw8PD+XwkIqvZQAmwouW5MHMKMaYIDHORUqRWJFBG6GJysTwAWEO567zY5DMkQOS80bKlPnk+JVpLLSqGAIFDIPZyiUk1zQgQOMZIzOR+jiOfHs4xRlW5TwvHFQQR1fDhwwc/+Vpy7CUK92b7ioenf96CZBtsU3cyWLiTbKOveeFv/O+3Frs3RcN9uO+zMUTUvfm+toFoBGs6iBvHFxE2woT3JfqwByMEM13FsNeu4hhjrLUyk4gtS+Ztevg3Pvbry3F/dMTRVEopkkXkaMYAFVDAimplNA603K8AgGhIxkScvLRlZlargYop0IqBQgh07E+4ZIXoJXqzVdTqy5cv3oElUnz4IRMSAXD05wK2Vu5xa0L/3cu2rhdVNfJhjUZExBBCQLLT6RAZXy9XAIgx5ry8vl7j4cFX5unx8ZD4119/feo5DKw5L8v1l1+/vL6Mx3d97BCRFdn1OAyUkImMA6iULvLQd4SQ5wXjdFgWIEVx0UXIWvOybOMPNee1T9VA9rsiKKuXsnKueSnLtExjyQua3C6v19fn6/UyjTcplQOmlLrD4DmI+01mRA4c6HA4OJ065xwTt0yyRVitVObr4PUzHyDz/v17z57meVZBEalSGteHeRWwdh4cInZ9dLJoKeV2m12nFHxOaM5ewHOxNjeE8O7dO9qGvdgmJdiuTVOwNvSpyFe1eN3U+3RrnXIHaG+trtuQgF1vIXytIkNbczARzdXlbt+mO62OUM1VVXzRmqnHGBElbpOlzVAVzExrNdWcM6ivLxlCCKGUEuOh5FmkuN3O89w+1Tcq9QiAngeagAGiKdS8zCWP93Hoo0pdEHIgAbbI1PXxVgXRiDhECiFEphDZazbLDKVktU3hi5l5nXcnxowcYxyIIRwLpHGuuFLbkNDcCBENY7dKWdpK+Palpr9/jFjzK7pC0xwwdZHDeL2+nB8fay3jdDMoOdf3pxRDOp/P9Tb/7ZefmVm77vNP//rHd6f6/gGt3u/355fXWjGl1KcONaEygHPEFFGYxVSR8XjojkNkNCmLlE5qpqxUvqoTelmGEQOYgqmp2koD9l13n0r1Ql6elnGa7rfb/Zrn6fr6fLtc79fXUjKhpRCHYVBVyWWaJu/SjCH0feKEgLbUxR9uczPoBPrDsfUcyqbGK1snh/dD+TBzr/55Z7bHw5uctqqq97vu97+b0jAcXJ8FEWNMnr2N49TshYgCMtfde7vhOaJYXFV3a1rfPtxbqgYbvMO7psTm91agZSt4AEDjK7UcsuWWuNGOZJnRqeUhGHqhAmUH3xO5HDgiYmGueT0RfGlqdedZTcRMp0w9s+crqorAy7I4vjzP4+PDuWWkm9k58Q0AgNYhTHU1R1BEANFSp/t4uV76gDODIORhoBQ4EMZEiQ4u30TkvQlARASogrZW5wVImIi5Eq2JIhNHjl3HBInSqUDqBjR02EbBhEwRDNGMIwBIyWDEm1aIqb4Nd/v20pVEsA2Z8jDFoB6HBFilTj//8i/Pn39BFYzEoVeF8T4vUw7EMUQw02ovL5eHIQWwcS4q1PfDoTsgohmZ0trygdVA1GaD+TiEGKSWsc53q0sAg1qWOvd4sK1IWGturUBOWPFyduMt1lrrtNRal2mel2kcx9vl9Xq9zuPt5ctzlUxmMYQYefFJAbfYJ+9jSikl6PsQaCFiATMbuj5GllKXPKlq3/en4ZAOR9gkkXzzN4zDcRdEnOf59fXV/8lsHQi96YjKstRlWVTr6XRy9dFxuvmUh5TSw8ODuzHYeD8ene6a13kFZhp1s3m/9v+3AoCqqh4OJ9hVWm2jOzTQT7cmkebc29t7CNoS2f0r2FbwOR+Psgmei+Bq5MAxggmCKW19TOunao3/W/N+rVWkgCqAlVK6wFXFEFUBmfKsAOCKT4+PDwBe/P7Kc6zWiAqGgIqI4KISYEgCoKBlmm9dKImVsB67kCIZFAahjgFwk0KrpiYKApA6FMVcQAQMFDADggGaJUQkZjIiAi9xOByy1gBN3AjBFEAF14Oseb7917+91hNTsXl5PyDG8TIcTo8PQ675r3/7b9OUY4IhxS4dkMLtdhejH777mHO+XV9jjO/enbrhnMf7klUA+xDNbLzf+xjAgi8iQQEUtNnsfhgea7ldX365XT5/+PhH0qLzfFtGjLXtdU92xvHmvl1ESl13Y0M78zguyzLebve7U5inebrnnPuYnDYIZjnPbjYppT/88LEd9LWVrwDev3+PG4TRU59SOp1Ox+Ox4ToeSaaUhqHzzRxjJIJlmW+3m6vCpJSG4bw5G5nn0c1HRI7HtZLndXwR8fKex1mO4riUnlfd3WGudY59RaHFomZ2v9/3MSQiNrr226PdNsE3X2z+6i1MbT9pr1m2qUMtsKRVBl9NZGO0CRGlxAlg4RxqmCmXLKag28RPEx8s96YdSESq7ElKLYoHlmo+cTWEJHKtpo6UqqoYhhCy1OY00ABRydYqnK3qj2iqgMDMMYaUIoOPmJUYNAaMQWouYMoUN0NWQ687KADEkDRiTWAVwEcWgiFAKUWRiDbRe1q9fK3V0FFlVyryE20VkJVaN2WcFuT/zjDW9bmg2kooxRXgRSWmebkWualZYP7uu+F6ne7jcuHxIXRD13cY5lyfP3+Rsvzh4/uHp3fEeJtervfFEAkDUbBawJIZi5ctSZhKCNlAHh4SaZ6ur/fr83R9ocDTfLst94umWktLcFwNcYv0VgElpz77brY6j+N4u93yNMk24JURiVDVSp5nWWs/XktzGUKvEQDAYei6ruv7dbAHmPV9fxge/duXl5dpnt0rtHq4G3ApxSvh/q/u+rquG4beW5Cb0FMI1PcJEZ3L5mCKp51eLGhhoFcfWkUAtg7bcL9PTS+xuT4icu8Fb+oV6w53y264SzNIX4j2bbPSTVoTto7FlT8pUprp0aqFrmYwjpP/pZMJvCoERlXFDEmIyHCtt6gjquDCDwDsY9dXg+da1xgDTZlAYZvCKRBjZ0AiwsIxxrzU3/Eha9WBwAidg0YYQuz7AWph5yE7eVorFCNVXEljsEK+hFs0iGYaiFMINVTRN40sQPec2HAC94qyITSt+uJ3JpLfUuVNCdLjy3/jWp8GMq6KpqWL/W28nY/xcHpIfXc49P/n//mPVeB6G0u19999T2yvz581L3/84/d//uH7PM/TXG/3ORftui7GLnIQVoQExluCVzlI11On4XyMJrLMt9vLy9/++Z/Lv/wrpbhopkK6k5kuZfUBr6+vfvK2EMw9zJDWmX7mHXph9R5SVxcEO8ExM/v8+fPhcDgc+kPXp5QMwT2SbAGhs+Xneb7dbuM4AqLXw4dhCNuseZ/u4hbYiu/++j64ppQFwPo+8boP8HK5+PEBAN4I4Z7GTRERPbcMIfgR04BJEQne2VA3HsBm3CHuZlz43eJWvGpG2Nza3jfiVt5Y0a1ADaepm2gkfy30tE+IQ4oxhq4bmLmqLkse5ykvFdScj2trX/ne2BF24kj+XgHZbH2UWiVGVlUgNiRVxRSJyCW6Unwbb7r3HxtDDQnYjMwEDAkjRUi9ICwIYa04VROqhJBCzEVbFMBIK50aYSkVkZkjkyAAI7uS1elwzmpFaBmrWZF1LSh2SdcJHLYhK+BCCcwMCMyGso2w/bsj7gFAERkB0Y8Ul/wBWPI49OF/+c//8+O7D5fLRRUOQ/f+/fvz8Yd/+Zd/GccxhJCn8fHh4f3Tu5eXlxSiqiowxz52A1Bw8IRCQgggoFbBChN0HTIyoZYqUqaXL5+vt/r5crOAyDBQ79BIqzy3jtaWwqxN5IiBaZ4uiBjDKuxgZnmZcimuUQSwdgMp2LTMc14Sr722tOlQ+IqeTic0K2WZxunLl7uIpBgPh0Pc6nvTNJWdTL1/jPP5fDqd3Pe4Tbp6mpcKXSDndrv5jbj5tbETviFLKafTg8/uXZZlGudaK1MM/LbrwpeXZ9xKC0CITI7kuht1+LHv+0M6uuFJqX5XAMCbdK9txdO6KYi2DxEC7U+yxp3zW62bmkY7pR7fPTlomXOdrtfb7ZZz8br8W7RJdd3iHJCVAISZqgAA6vpr07IMqY8c5pzPxyGEMI6rDxdTZj4cDtf77UN6J9UeHh6mZQkxluxlmK5UHJel7w8BWAUAMPCAZiUrAcU4dNwDZqml77rzeUikebmT2VogMWJiVwZERDCSOmGM86Q5W+BA3Jmya4p5KnKANMuyaJAmLN1ON591A4AInlr0KYoIm4UQRQQjE5JVW7me5AmyEbuO+no2EYb+cKCULpcXDHEu+d/9+z/OU3l69/Dl8wsz/4f/8B+0Hn799fP9fr29Xs7H4bv3T3kej8ejiPz1X/7mdY5cJcaotTJiKeVwfHx+nokgdf28fDoc+enhAzPOJQ/paZnyP//j/z6b/fz554d3JxnfIADbiU1vMdEq8eHzes0sRT/Ba5lFNndP2zxDgJUp4CI0TptW1WVZhmGIfdf3PTKJyKdPnxhRtWoVRHTidRWxnN3vuVVP05RSenp68tARtrbAugnDixYiEoX7eH15/TLPazrqbSKe5rjTchf68eNH3easOEjp3m+e58YGXWfxtpywubV3797to0rYUr6GzzZ/2K7WtkhbzUNEfD6Onw20Dd+TbeyuHzneIun6jc/PzzUXx0VhHU0eqkrJExoAKAMKIjGQkAfrsLb/fZUjnU6nxKHURauI2Cw5BDp2Xd/3REEFqr1VQZzYURQIIDJaFRHjNXCPG6Khq+CZgaGlLnaUQAgxgwVmjEHRCua1TOI7DaoPTBfECBZMyRQFWSoZoopd6kWJKcgiLCJIMYTQIXOMHH0ErNaySF7AVqjJD02V9cCmf6M6ASBSgBiQmGPqhsPxFPrOCMW0U+47XpbFSn758klLHa/3InAfx5xzCnTq+0NKZoYGeXF1jgCogA7FKiM46RMAGIkIUgqHHruO5vGOwITpdrsvS8lSATTn2RMGf2RIDoPTKnRk3jtmunuU93zfQQZvzeIt/QEw/7lfS860lX9vt5tJud/vfUpudeSTxrdXUFW16kNoclFmPj8cU0oc0Jv4AKDULFpKXeUwPOd0gNQ/lQsKOzerlTe88sTM1+vVrdQJbs3he6eEJ//Bk0DfjrSJCPB20TbrULYOaN2mlOwzRr//FljaTuGCw3byWW2UNLfYLqyzNT1Bf375XEo5nx7dc3r/RGR29KUfklTDQojVV5BY1KxMi+jbUA6mGGsVwGVZipZa1VQWFVUduvTwkFLv7HjxmQd+zfM8HI/TZQTgGONSpdZKnMxkt8G3qVVoBCzGsUt1kWWe7uPCGMxARQmD0zhNsYra1gVvGBC0iFYBBivZDIUZQCcl5oiLhpwVYuSNGEirRJeAidWislIpPBaaJ3HtSiKEv58RNk0aRGQOMXYp9hbgy8sXCpzzLHVmDPf7/eHhkSg8f3mZpolN+8PhdOhSwFpNVW7TKAoUGBSA10cfGMG2sAoVwBn/KUZ7HZ+P8V0I/fOXl/E+TVYQbZrHAwwe0Gxxzdqbq6quKqDyVUthMSFz+ay3bmBD0Kpb8o9A61SP7TYZmWqt9/u9lAUAiDBpOh6Px6ErpdzvV8/KYozjNK5R7jb0YvvDAlvpy63OP9XhMGhTi4sxhNh0nEQEQLcOorgvyMkqGqgb4ljdsgBARIKKIVKXIu91qQCWZWFe0xvTtVPIe/+agIXsmimbc2v27LYK8DaJVjbRXu+3cFm42+3mkaoTC3LO65gheMswETHFWEDE9C0w2Fx3IOaOY0hzyLgUVa2i8zyDqGqNgShGgLUiR0RLycxI3uSOoFWmaYpdN00Thj72pCqgwMlr0ArWWt5X9U8FEgMIgSSMpVxhCdwzVSk1hej73laStwGAApmqAamAAhGyAiIQcmAKgm/KkbaqfGMtsxiICKKZrrdcaxGR8/n87t27V5TrMqkqAJu1pv9vLz8qHT9uDWKyal2YlKxamdIy5afHx/G6PL++qmrf8cPpMPQJrBpILmUcRzFAny/oEgGmgQOqE8PVCeUhhJAioeQFHg4HwO71Ms5ZFyvhwKXcQ3dshme2PkZVrtvE4sYo8IfVD0fcge1mZkamBvBGAd8Kj9Wbxm0bQRs5dF30zqP3T+9qrdfr1aOnyGEcx5eXl/PD0VNHf4u19WeaDodDi+y+lnHRdj7y1n/npoXbYGZ3kr7UHnDKVixpDLDL5dKKjaHv+7eccBvMoroOJLHd5Cd/UdrmUboNtHSulOIo0955zvMsujgf1SmptNVGPPV38XNfNQ++V+Qm4Gohql2MRDSOU1Wpea3tMqwvdTifVbWILnO2VQW5ziWHENSqGabUHw695AJoLuiWcx6co7w4jQv98JvnOXScRAyEKG5zjxRQyYdvAgC6jo0CUUgJqR/HaLZUFG+pNWqlAi+AopGRoQGb+VBYQiZDQFpLoOZ8bSMi07axNlgJ0VxIxj02APR9fz6fSx7vr8++CRT/frF+Tz8g78MEM/vu43tDrUVj5iWX63XSevkpP9+VOIbjcTgdu8igUtBQcl2WyTAaghoyRWQCrIHMgFUVDZxBkVI/9APqVDIQ9vNk86KGxMTdwMJRAQDVwMBWwREAMG2qKOTLQptLiN1b44XnxQYGCBQcW0b/kR9gZuDhIqD2fd/FFGOkEBDx8/OXQKxWy7yUsoQQhq5/9+5dPyTZePy+Y23r7DscDr6fZauZiQgH8GIV4ConW2sFeCvFtSNgLQYouA/cGNGcUmBmLzx64SOEbm0U3Br4gGKgbRaF4/IefqipD+bavYG2RNEZALiH2onM7Hh6aN7Mrd099cePH33M0PV69VPEIVnvPGJmU3TI1FVwWwLJzCmtQbmIlCWbmWzSbH4Y90wAUJe8LGtHAjDPy/R6vYCWkhfEhxCCKzH703bxYk/NDYP32wMgQnHK2y7kUwAVECAIXUx9wlrFlECAUbW4/W1t7+xbC8yKqEipWqySMjJYsFhqUWJC9Qm+ra0upc6QNkIJ4na0+bHdVrh9/XdMEFQrGBhEJgohpdRzZIYCADWXqmJm831EhWWcx3ueu/Dd0+PhcIgxgGRTCRy9Gk6BFEFMKTAzmqhTZLcwLCBCjF3XDWXSKiTCL693U6KUUiSK2nFfLmULuHbyfLAmdUShJTte2s1b4NNirkAO7q/f7v+p7UzHuvrDsA8vh67nsIZvXdd99/3Hp6enX3/5ybeZb9ewTTVzJ+ZwaIMhU0qp47JJG5otpuuYg6enp70nt613Z5rWMQ3uBn1/EpEzaVR1mqYAu3IC7OrsXvGAr7O+GCNsU7k9Lm23nVJy4M4rqq48RUSHYyqbVrG/gn++v/zlL/4w3Ne7jZVShtR5O4lupBwRE7PD4VBVShbXX/Mwxszu15uC+TjYruuIY0omYPf7HQPbbPM8B2YGA8NaK/ofIhKvLYXuppf7ve/7pcJ0v4X+xJ2KCHEAXHsOCUiB3NEpmFgVq13Ebki6LAqlaAmRtk3h6+ndt2QA4qGEKSAg+8D61B26pCdBQu6t4CylIhv40GykFWG3dgaJSAhpnueXlxdvMVuPV/y7lfr9tT6sokXm+TblulBgqXS5XGJkrTQMZ+F6Ph/7PqKBakVVI7rdL0BIgdVQWpmkApgxkisAkUGtWovWAuOUUzwgpNfLF6BEFJQk1wXYkMhWYQ41Q/O2sp2i2hqU+RwE1VnLlj0SARKBrXqk2Fp9wWydFULoatweedE2SFRr+fjx4+1yvd7Gh+PpH/7hf/zw4UPO+ddff53nSbY+hBjj4TBsIRuqim9dRPTG2pTSvIywle5EBIzSNrLXHSBth4jvLqJC3tNE1IqfIhI2CX0ze5uWbl9rfpRNY4a2wddekJmuV9xJG7aoySNJAPDgs/3hr7/+Cpu+k9ctPDF179+o67x13GsV0a2pd5WfITGLMeVaTBd/u3GcV/HWZeEYYuy6PhSVeSnznEt5U1MvJecYh6HrqCPG6X7x2zHkbZnWGTp93+f7Ms/TEAdesR/Y0kAA0y3vUi++EQNF6rquwGK1oAEzoQh4/6yieqyEgD6dPnIIlLrU94e+O6ThcD49nMK5AhqmblahcRYuFrNBKcXFZtxDutM2MyaapukFoeTRjZCcufl3oBlmVkEzENGcM46joi5ljEMQERehu16vJUtepi6FYRiOx2NkAyyqPoebbrcJ+2PLvpwW6wEKM2FdBSZyzcuC05Su13vfHyjEecrMUcDEdBpH6uUhPqzxtqJznVYXuLtMV5kFERFQZgaCDSBFUAEAMSPYegB2HOaGazgnDlTMDGP461//+u7x6c9//rNrmv3888++eRDEs61aq3PZfEGu12tDKLcGy7osyzRfRd44m8wrSvLlyxc3wi4NPmrSc0tE9qTPy/R+7yEEFzH0XRdww1EiczWbS6mlENEhJfe/jV1earUQiMDv1EzmeWlVjdvt9vj4+N133/nYp+fnZx89Fzi1+sky5w2DjbQrb6iqqRURs2ocRFTEAJCZ46ar/+uvv3769On19XUNdGuJpMOp5/ffqWrx8GAuKtk0BxApDlooACxSEw7GdJumYRgq4nWcCY14yIUEI8bhPr8eHofDuZ8tvIxjVHr67vu5lGCDt0VVLYbiYZIpq6Vx6gKllDqm/n79pSrEkHL6gSggRFAyQRU2RQAGgP7YDScYp8s8j5ioOxwopZxHMQopPZ6PaThnCddZ8PmWhcYymWI39AR4H6/jskBImLGnVKZsFZhiLRAJHXRBM8GtLO+1FARTQSwp5JiWyFdWIqIYSTIjRCs4z4aIylCDpaH+T8PxUEYTy1i4j+MCv3y+aDxAjYc42DSfkI+BA0ySxtlql/7HZbkWuwHUvotofL/K+eFP9ER/+ctfLvUnZu7TAcWCHZOkCtVWEVTvrkYkQoQQWaQWqQrsaLmfj0M6mhkqBMNIAQCySENBmNndoirUSqp0SsHMSpYQCqiZ1BDCcejfv3+KMQLo/X6tNZuI/3mgFEI4HI4hsJufH+6HY99q/Uue1LK7ENV+WWbEcD6fvb9JSs2L5UWH4UREJmoCMaWCdZlySikdI6hdXl6Z+d3jk6q+vr4S0fl4Yuacc2gIT8uS3fD8wLCNS91AVY+P26nTQtn/9X/9X12k9NOnT9M01Vo9tbW3oS7rSMSmzUg7tlELCVrnlC/BNE0///zz/X53eOpwOLgrf/funYcNr7fsvKfGdfBDtO/7rQ/LdbcWR2VTXMOAWpY552HoYKMXqSoiDcMwV12WpSwzx4SKVQQRUkpAaxCCRq42SkSEZOh9jGiGgZnIdW6CKYN5GwubYgihStZ7GadruUwvrxRC+OEUqiLHgjEL9dw/Pj2d0/Dw+eVu07TMpZSiVVqc/1uy9lcp9/qzlUqKBiENtdYqFSoQI2moBmKYut6EqyGAZ2IUI6TUOegnsCq4bKwdCDG1NwIABeOQhmH4+fMnMwuBQgx9n87n4/sP787n8z/+4z8iYj90Th9QVQWptYbEIiJVcGMj+4NmZk/st1XFmLoYI2Lwj1RKmcax1hpjPAyrJJ9tUxnaea0+l84CI/V96vv+dBi8gp+XKS9gJrwCECHGOHS9e4j7/e5A/fF4fPfuncEai9o27KUUb5I6e1nbqaqqykhX5lhwAACR1UlEQVQt6/OcwZPSruseHh4c6fBwdJ5nd5illA8fPjgiWEoJnlq08NLXxYmwDTXCTVaRmQ+Hx7JNnAEAt7S+7//2t7+19/a81i+PPN2p+nK7DXiTiFvd3oSMQ2v9cHP1KueXL1/czXoY7VrD1+vVk8NaK24WXmstBfrUuSWHKFI1T3MkHk5HBAmcFKRkKaWKiCgwRQ/igSmlFGi+3q7j7XA8Y4yHolVVAJFWfVHaqkZEFAhNjFRBqkkF5goWiJTZiNdCBCLWqgC55FHqvSzXnBcVgpReX6CaAU0VwqIhHsbh+CHD+hRq0VzLRu4VdK05BDNQfANEV0QVGHEtbKKaARpata4aqTEhYeg5dWZiakvBOUtRWAqVjKYcOByHE0cyQlfAASCzagjkMhyWFSx0KcYktRQtHGzoPI8AQE0pnQ7D0/n0+Pjw7/78p+/ePd1urkabl7nkXM3MRegaRNeykmmaEDSGVVG6wTN50ZqX7JkOUxd7AABdwzdCDHEdGc8IoJK6EGMchu54HM7HY9elGCOC1lKIIAWKqXPzS2HN09xnmNnhcHCDAScYh+7/W9af9dy6rdthUK/fatTFV85i7bX32sfGRogfgEDiHyBxCeIOkSB8EuNEBpQIGWFDcoJ9SCRTWRGEJHIOMYdCATkoErlAQYqUG07O2cVaexVzftWox3irXnLR3t7n2PF3sbX2nN8c4y36U7WnPe1hVPR933fGaCeEKPLK2C82CdwkREb0UAHZwSnAW4GXB7hVCKG1zvN8vV5zzp1z+AQBNajr9uKQ31/t4uT8C0x8OByg9Q3cBYny+XyGVbgrHWVc1nQ6vebjws4x8UEiry9xUymlgvOqKOA22rbttWaMSSF+8fXXIBOBqqe1rs/n0+HQOTrg+JKLIETsgVrrBOOozvu+N0Z7X2RC1p0mjEkmSOG7vml7U/RG5RmN4+EkhBBccL7vW0KImI4k4y5OXge0wpgMPlDKKRGBBkK4dcT0rmHGhw44kxAmNcQoHdYet33T65MPPeM+y2RZZsw6EQhlmbFEa93aU9vT1tFiNNF2aC75MHC4vPdYApWmNCj7J7i7hDNCCWE0eEKpcZl13AfrNaGUaucIIc7Tpml6SwORrSH1pbPal1VRlVMXLsE7GzyhzBNmXPCegJLiBykDyQQPNATCOctu1vMQvLXWeaMUyxQjwem+/uYXX4cQtLbn87m+tMZYDFu7YBOuCwNAc2g6rkCQlHGJH8A8I0PqmSH3wV8xJhPenoIHY2w0ziMhO5fDevXgvZVMZrksyzKLPBVMFaa8tyzL0WgkhND9oAeD5MvHVWJFUSqljqcmxNUUDFRqQq21PP4QOXQ7gKCOx2MAHOCFoywkhGBEA8xtgS/mcbGoj9123LCPtLdkV7e3tykTwKORUVGbRsaqi/QaHoWoYOS4MoRQpKMJOCJREN44n6pQwMSTyaQoitvbW6315XJB0gsHo5TSrcXDikNYLpMS3wvhXVyMMUabrtct5UJr672VKh+Np7pvT5c6y1SglHPuPHHecEqV5Dz4vq3P7FRVlcyksb31TkjJOXfWCSaCpyFQEoQnInjZaeK9oaF3wgXlneWMxVyRDdxa73vOnODeBusdt0YHRwjlTFDGaKCcEGaDD4G1bWt8MNoZZxMJiVIaqA+MUUJJ+D1QFF8UmaJxKVQIhFXWN5e67fuOEC8kg1d1gRIqXAhNq5tGkyCyrCiz0vUXQgihnDLiPOk72/UmeMFVRh2DbgFnsixzIavVYtLUnTHae1/k+WQyqqqCU6+7lgabqSyXSnE2qUZCqDwrhBDFqEQ77nK5YI4BpcpkMkkRpq7rJGsk5QDypaEnQgpE0dS1gvXGtdVOCMEFurZECp5lmcpErjIhOKcUQ/qmx+JOOppUUmIXN22aJlZMylrbNI21Tko5m82rqrLGN02TdCsIIXmel2UZIpMJaWAmIc9l27alkfnk4wYkYDzI5lKbXaR9vyaqyCSsKjlXZIaYp/LeJo9lrb1cLvv9/nK5oFVYlmVSKIXJdV2XCAc+zr+HEFarFfINuMPEYW+6Hg9dKTWfz2ezGWRY397ejsdj6uYhLuV5TjiEcEzrvPWgy1HFVCYl3igqw461uusPh8NkvrYudKaviiyvRpTS5lI3TcM59yR4Hxg8fCazTGrjLucz42Qsx0IILDZyzjnrhQJPjVDOOVOMSmdZb60SGDmmIQTG495PNzxYLlhRykCKpu68t33fKyoCDbQ32jFrLVVEcM4JM85p7buu6432DnxRKigzlDAozdFB+B6MreCHljwLjISBUUFp0EScOr/dNZdLxxgZjcVopLJMMiool8SEvnPehTzPq2IkOHdSgAcXGNXGNF2vteFCdXU9qSaTyWQ6qarJuMw5547Lom2e+r5VSo2qyXRSMkat7Qlh1vQ0ECGkkjyTKs/LqqqyrFA5b5rG207yMCrVbFIiVYMjRlbFSDYqFQA5KYsBlmzbfjK2cYE0AAUVf1II6boLPLK3jnM+qgo48bZtrDZNfR7m/STH92ZFnrK/1FdwFnqhsqryTBVK5t4RY5wxLiskEjpcg9a6a9rL5QJH771nFUW8QQA/Ho/YhsQ5L8tyPB4DjPFRU5sxJtCKSDkkjwoZadAYJZmI208pDX3fH49HmA2CJOwzdidbFGM4iKPRqOs67M0ARWY0GqWFprBSPGI8XyHYdDqG7cHOd7vNZrPB8AultCgKpUQIUmuNLTnR3xRFkYERisXaiIcNIVIKKYUxuj6fPc8lZ5SJtjeMyCwrnAt92zjv+854QpVSkgsaOs75rCzf9rY+X7y349lYKqm19TYIgUUCxHtKiZCikGrE2cG60DfWS0I9JcoLSSl1lPmho0UIY4JTIijjlJLAWKBSZT7QwDmjTAgWGPM+OOe63vXGYRsxZxh8oiEEwqgnXzhqMR31NLYmCSGUcgRKSmjduVPdHereGjIai6ycqbJgnHtHOBW9buu2IYRMx9WoUM4Zwqij4INQa4jRjhJeliXn9uZmVZal4IxSaoxz3lsTpPDekTzjRS5IMM1FU0rH46nkjDMiBnqXoJQHb53R+6YGkJZncjoZ4S3TOElkdOedyZQAW4Vzrntb16b3JpNsVE6Q6qeeMxb4DbBN23ad4Yx47xkNUomqqqbTSZZlBHutTG+MYYyUZTkqSlh+54YVfZxjzZHs+77vesb4aDQqi5Fzoa7RThBSZiHyopH9NU2DoDqbzeAsGKHomcM60pImlJ1g5HRdl2AXzrlIKS98CX4bzAy0TUCFQeSx1tb1GTYDOr+MG5pgtDR2/FB3GmOenp6klNhvMRqNKKVN05zPZ9w5Goz4twB4bu5uwVRA3MO5QpsFihhwmakVud1fQghSiLIohJRh2Ieq27Z1whmDwQieSdkxprXebDaP9w9VlZ1Ph6Zzo7IcjSZFUby+vjZdzxgrigpt1Yr46WjcGrPdvvWmy0o0i3TwfDQqdJv04xgXuRSKcUWda5vOSkIIJUQQEqBiTSnlnFnr+94YbZtGN3VPCFNSHPqjJ0zI0njR9M4Rb6m5dI4yaT3B1JWSXAhGnLfOBCIwsD9oiZLhf8MXkQuGcIgmZWdNa6xxgSmSj8ZZVdlAuqaXUrpgmq5tmlZKVRSZypgxnecOn+ACsS74wJTKx1X1sw83t7e31trd9uV4bJWg0+m4qEamk4FYqRilpOvaS12Px+PZbOLiAgX8WOu07qzVfd8RQso8n0wm0CA7Ho+H41EpFZyjIWRSov3NGDNan08nzvlkXPlBi8xJwcuiGtIc3XVtnbJxwWnfOUKC5LwoitlsWlVV3/fny5ETygnNpUDtxzlv2/Z8PrNsOK59b47Ho3Mhz8qiKMbjCWfSWovlBRic9t5jpBOF61ATSTkajR4eHs7nc9M02BVH01Qk5y5KNyXgAzkqilvn3KCNi04isBopZVEUk8kEcT8hPzFk1cgEMIkc4loYekVY43E1aV3XSqnVaoXBKLBDoeSNb8QM0c3NDZ6Lc+5yOifUlPhgrgaOlVIqL3AlVhtCCOVkvV4O/SJKjTGXS+OcM6YPwXnrgvOcUyEYY4QRz2kQXOx2u7LM87wkzl6aRglRFMXDw7vdblfX9cvbGyEUlFpr7ago7XS6220uxxNlhFKWlxmIf0IIymXddGVGs6xwjhLCq3Kidd93zlrrzybLWVFKLJAxxvS9MTp4HwTPCWHeU8IEDdQ45wgjhLV9p50mPA8hjMcTLkXTNF1bax0UF4QSrXWeZUop643udcgE59z1rRBM9yYvlMiUsS5TgitZ1/Wpvpzqi/VkMirysgiUURpUWZheZ1nW6lYbMplIymzXXsqy7Ak3xhJGGZNVNVnMb5mQXdc9PX+azSeH3fZSn9493Lf1Zb2+zbPy5GyZqdVyRSn59NMz5/zh9o4RMhmNOfYXdI1lgnPunWv7nnO+Xq+XyyUhBGVh13UkklOCc4IxyTkjhIYgGJuMKuR1WaayyRjNLa31dvOGyjCTgkfRa+f9uCo554iQIYTDboPaEmjiaFQCsUQ3QilFBHXOGeOMMZzLqspH1aQsqzhz3DvnOJdZJpVSjHJPLWISBnmVUuvlarlcXi4XSuloNCI+JLBHKXU6nXAlyOPG43FZlpTSw+HQdZ1S6vb2VlRVhVLYe1+W5WQygQQq7hw4bPoPYwwaa0BlYHskLsRAgouam3NeVdVyuZzNZs453DZyThRp5/N5uVx++PBBStm27fF4hDsYg5AdhYBSmQoOwPl8ZoyNRqPFYgHks+0M6HJt13UGHAifKdV1HaWBcyqDKPMijD3eutOMEGKN0ZRKRjlD8OyzLMuK0hPa933bd96RTAHaCIoLwMKWuOlsLoRode+8Q89KZVJQc7E+hCBV7rQOgZHAvHPawAV6762UWOlKg0d2qbDy8tzuwiD9QjE/gJkpkQ2SCrEEGqQ9uRBCsCzLmDfGak6CoIxgfS3nhDDrPCXUM26sbzu92x211iIjxahQeU4Zs057Y6XgTddYZ/KKjMZFUargvLENK7LpaFqWI2fJdnfabvddp9u2FoK1zanXFyVZlovl/GGxmLVt771fr9d4PpPJ5PHx3d3dQ1mW9aX1nuS5LMtSawtoYLVajccV57yuz0BZQgiM0TxXKHCstWVZZtlIKXm5XE6nU56XLM6jwn6wrxZ9YEwkIVGCbQzOkYa2rS+XizGmLMvFYjEajfq+35/OzpkhHBFirdHdEKCyrCjLssgrALBN0+jeOheyLKuqcWLMeDI0vaWU8/k8z3NGKO5l6IRTloBMa21VVRgpnM1m4/EYMApqwpubGwiQCjwI1IiTyQTdcHxigihTn51FaRl2RR1GhZpiKed8sViMx2PczNPTE4sy+CmTRJabfBL+EIPGlIXD4bDf79FwL6sipsG181Zloqqq2WwGcfW+7523zlsfXCCeYJ8YBI8Z4YOUeE+pIKQwxnRNKzjx3vW9dc6wfGjjdr32gQqhykr4QNtO22A7Y89NW5Rja6WU0hGjtT4eD0IIxlQIxFrtnCFMDs+EC0I8NPFEJigl2lnrbdDEeaIx/0YVwfZBprjMlMpDewgMAjuEBOqxa5RQ51xvNLV0YPb5EBhxzhEhKaWCMsK4H8pAKFgSIUQgxHv8B290f7g0zhkpaZrbpJQqmQvJCCH7T/vjySpJKA1FrqqqkFKGrKzKsbXkh++ffvjdp/P5LKVUSjirM0Vv1vPgzOmwydWdFIJXrJ/MiqLabQ/1pf3w4WYymfWd8a7DKBtjIgSqlCjLWVVVVVVBRLSp665tcfqNtcaY5lJzzsu8UEL2bdc1rXNOcsEpkYIrJXGcrO6t7oOzgZIiU1kUxga5wuoeImg0jrNWVQUFp6bvUItSSpWSSLu8N1lWsLjdWorMe991fd/3zgbOuVJSKUWIBybfdd14OnQTEh3UGZuKtRCCH4ZABuQGI1FASc7nMyRqUjXrvT+dTgIxFOTUEALaF8YYeaXJTeJ6ekqptZpHcZtEsoEjHI/Hi8UCiEuCmzjnuPr0yxDVQcwEsQbFq9b6dDqdL0cfJ5FBckUSi18bj8eDtGPTIJOhRKa2CpYtcEJdIGkSjFHqvM+yzFrbtnVre0eCddZ5aoVMWO7l0hSjSkrJVZaVFbc2eHo8nDO17LpOcj6fTozTr9uN9365vMllQUgwVlNvpAhZlmW5Oh8PikJ7TzLGrM3RiSHEhBAY44yKEIJ33gbPuafUUMpIoIEySnmI6saEUmutDz0hxFsHlTdEQue91aanlMA4iffeB2uV5JwPCxUZ5z7QU9Puz7XpyXgsF/NpNZ4yxrQ1vdG9ITQQ7exiUdzerNeLeVlkIYSuqff701cfR5xJa3wIJMtyKYVg/u7+tq2Px9NuMqoYE7PpiHN6OBzms+Xb2+b19XU0mhT52FnqqZOSFcUgmHs6nabT6f39Osuy8/l8OZ3hrJGwAcpv2xbhDq8j8UAmkwlytCREhuYZ4NDpdIqNKYfDAefbe58LSQjjXFTVqKoqSmlvzLluL5eLUkqqYZ2g84QLpbICgRQwRF3XTdMO364G8TWtLUScGGN5rubzuY+SaPhGRiguHhZBw9CcA1yC6FLX9dPT0+l0yvN8sViAFZBY+OLh4eGf6MMMStXh6ie1/rAzNFxNM8HkMACS1PxRQAJ6Rfac9oeGELDgG44KiC3u01prnQZ2CgwW+Op6vUbRCEgKmW0kBjgUvbhg0McJIU3dUsGttVHdl1JCgvet2Witg7fehwhBSSqkt84ab522LqisyAvW96au6/1+f74cte1ny2lWqHNTa62327fF/CbPc6UE8dY5pyRTSmnbM+4IE54oQkKgjDBOGAsOzXROKA3DaLLxxBknoGeI7Gj4Hc8IIYwOIj1McEYZZ5TQwAi1gVitW2s50TwQThkBo58RRklgnHBBhez6/nxp6p6UOS3zQsrMGdN7jPyVSqlMiaKoJKejsuCUtG3f923XtGw04ZyfT83nz8/tpb25uVksZlKEw+lls9m2XZt/uJ/Pl+Mqk5wIRrb702++/R0h7OHd1+V4Mp7OJ5OplLJpOutDb2yndaZ13bWXttlu33KZ90Y3XYvoQQgJJKg8G1BuSqSUeTlsCuuNbvsu5Vw43AgxODmXpj6fz7vdDnhjVY1g/KiMmq5D5GGM4SvQN9bW4E+qqtKd9j70PfRODSEkz0oZxWC01m3bGtMrJbDCnkt1Op3O57MxZojDZJCbAIDijE3/F+nh+XzebDZ1XY/H49vb26IojDGAJ5GmChx3GEzKPGHrKaoOaDilNFIBbBTiT/S/qqq6rttut23bIngCwCWEVFX1+PhYVRU6HyHuMUWLAgwYNDCyLOM6mK5vLzWldDoaT6dTtCv2+31Xf1lNQynFesvOGEKIlFwpAe6kJwOLIHjSGX1FPxCTyWRt/OVyOQfSW0NC6LpOCM+kyIvKe697Y52TUiqZUSYIpZdjG4alApfVzfLdu4em61+e3wjZZFIJwQRTfXNxwTJGhGSCW0qtDx3xClKzJFA6SGVTQuJ6eeK999Z6wgilPJDY5KMeg/mMDc0HRmgI3jmP1YlSZVZ33lpGPR98iyckaq6FQCh1lFza7tx2lBHqqWRScsWFyJjIirKoSqVy3bXj0czq/njYdM2FhiAk45R3rQ6BFkX1ePewnFrJxXG/P9eb4C8+2OWyXK5ms9mUeNd3TXDuz/7sz7W2X3/99bvHD5PxvKomnMu3130IIRDHOZ/PF0Lw7XaLeiSh8f5KOQJHCA335GfBi5JxjVfKv2icKQfCB2wv9bS0tsaY0+kUYgWk4jJd0PlllhVVBZvujVUiS2lqnpVyNDDpUBbC1yulQNdWSr1tdwjLXxr0UqExSK7kMIBrWGuPxyNqq5ubm5ubGySGCDDAabMsE7vdDrlB6hAmA2PxJ1kgY6yuz/ialNciCu/3e1AxjDGHw4ExNp/P1+v1MBojJWCVlI4ej0fYcwgBXFPctulb/M56vV6tVkKI0+n0008/wffANeDFuCtxNzByKKXW+r7vtffwN957n+epkh6NRlk+en5+1lqTjhgf+r7X2sqsyEuB8bYQiDHW015KmVcVJ6Ux2pPh8rIyA3zVNO3L69NiMl4tZkjMAwtKKcY754IJmpHgiKNMUi5JiEkDmnCcUIIl3YYOO39J2j2MR+29JwyTgo6EYJ2ljHDKFBeUCxos91iK41lgYRin9jFtCXXT9cYUVd5euqKo7tZ3OHna+qbp9ru35+fnX37z8yJTwXPBc8GD944E+u7dO0rp7m2z2+2CZc65rjkJRUeTqQuX5WJS5OLudqky8fT581/8+W/rS//hw4evPv58PJ5wLpu62+/Op9NpMpnA1ZZl7r3rdYsucXPuCGFCKM6HOoJFRT9YUV3X+/0RSRCaW3D0ISrVw7RwsnFUoD8/YPgxq8rzYjKZFFWFI20cutAiKwq0+/q+77peZNhjMijbc87BlzRRlp4LqjJBWWi7uuuby2XYsAvwXGst2MBYHhLGEBBykWmD0bler+fzOeccSRzMB6KJ1lrRRQViQr7M4cO0WBQXhbWkfABxFlzyBFiB5gNQZDabTSYTbO2dTqdpMvL29lZKeT6f397ecCoTBOrjNMbt7W3aGfz582e4Q0BE4koxMSRVNZX7OMqEECOEYGIgJTDGyiz3ec4YwwV//8Pn8/kod8IJb402xnhvPGGEcUIp54IQ2hmtW+sdKctytZie63OrL566/X5vtma5Xi2XS+83m9fNd4Iz8tViNmIc82xxY5b3jDprqeADvZhSPgTGKJgdSPDeMyYCdif9/sbTMGwRZsNyT0q4YJILgDA8cBqcd9Zb6tygwgoZVRu8d7btO+eIyvO//Mu/WlUV5eJwONZNZwPxjvRGt3XHuQyeNk0rWJiMJioTRZa3xry+vv7009PpdMpE2bat1d1qUjXN8f5x/otffG2tqevzy/P25Xn38vr0sw8//+qrn1VV1feGEmlMzxj7+uuv+75XCiuZG+csFwytOaWya9wbvS78NE2z3W5PpxMIifgpywI+t21b1DjoYKOVjcMAAurAW6RCCDmdDvK7l8sFcNRyvWKMQS4Vy1sCJUzw/X4v4jZ470nXtdDbxzVUoyJpySCJQ8YHsHcymeR5TsPAK8YxlnyYHgRmwTmfz+dVVcE0KKW4eDRdkTYKEpWkQhTAhB2n5nv6dPxCXma4aCml6TXof3isfduipKyqKjjHA1GM13VLCPGeaG1OpwvsnFJ6uQwEtEgQnSHL7/rLpW3Ory/IBIYHVORcycEvYKQ0Lp+QjGG5AypUSinnqIyp8NTHBeKAoTabF0HDclbUl/Ll5cxCPx+pQJn1wfYXRygXSghV5YW23lp7Ptfe6izL7h7vmrrbHw/EsuO21805ODIuq6Ztf/Xb37x7uLu/vbE0s7QSwUrmvfeBhiwTlBLrzsaZLJfG6BACl0O6QYgXQoSOcCE4lYZw6hw1lHjiOXXOlWXutXXBSkGcNpLyd7c3QbifftgS7zMpjPGM8EyNjO6ZzNv6zAR3rLSe3H/8+S/GozzPZ0ocDof97mhcIJQb55uu67T2WTDcF/PZgn0gxAsh67Z9u1wWhzcX3MyfCa+7nsxLUq6IzC63v5iVo1xRI6V6+uH589M2ePl49/7nv/iwXE2ms5IQQmk3HRVKKeuPMmNCBkqpYpBTH8YA+ksHhFNKOR6Ph9Xw1j59+qmN52dclVVVYWFDJuVut9vv9zgnpcq8967XuRgmLUggXdviuBdF0bBBnclY66wVQhRVLqX0hPW9IcTAttHW6nR7u1qZQXDQOOeQK4YQ1us10sNMZUBBjTUhkN7UnLHVfDYej4UQgPdB58rzvMhzznnXN92xs9ZyQYuytE6fzganHejJbD7x3hrbg6kigAuFKMOK8wE00sYfF8XGWZxZBi7U1g08ENIn3XWU0vV6/eHDh+l02rfd6XSicrhhPGIb1TFQNFprp9Ppw8PDeDw+nU4vLy/gZlJK0eIkcZcV4JbkFEjS3SDDXEwqM+BlAUwjQ0gMu7IsXd+v12uVl2VZfnp6Op9qHzxjsqtrR6iQgVIuJBcDS8G1LXTB8yzLlstl2/ZN1zVN8/K6+S/81V/e393+9re//vbb33hrOCNt244ki2tmvXGeMRYIpVx4RygRjFGUhgzyap4wTkII3rmAITflgqOesUBICJBHtSFwyoIQggqaVxNZVLprA2WBK0K5DcRYx4wdT2er1Wo6n39+e9nudofzc57nq29+Qahoe3OpWyqkyjI40Lu7OyW4aRrbNbrt6uC8M957R+1kUt3ezbXr+r6mkhRVnueqGk20I6dzu3l7fnrZWcPePd589bNv/spf+aWMIrl4IyTKvaDMC1HEHf095ihI+QN+1jSn0wmhiXM+Go1GoxHAQ7zKp5eXuq57xMY8B+ICyKTrurrF6DYRSmVZprJM5CXQlBBC4mrCutA9J3HGAD255tKwqLGCIIRzjhN1zf1CHCvyHMkzIaSu63Tx0+mUxYHbtNwllVr/mUQyXGk6hhAEJjJEnK20URLbRDGMMAiZDC0KRNVhjrbrARnDn717eJjP51mWaa2fn5+dsSGE/WZLroipCdrp+365XE4mE631p0+fIJlcVdX5sk9NnmRpIcot0ygNmO6BCe6995A54SzPBsE5rTWL8zLWu2AJVBDQ5Z8vrRCi07rvTN121riizJrO9m1nrcc4aSYVE6JuzrbTwvq8BPxbsMulbs6Pd6sff/zRGv3u4UF37cvzZ2v1zz5+1PWeEMoYD4F5570LjHHOpItqXD5YQgjlCv0GKYm2NhBCKCM0BBZCYJQGyojxxofAOSOMkMAsDV3fG6Y647veB8kkV6ocT6ZzNl1MpiMUkNvj8f/3Z//p/ngoy/L9x4/nVgeuxpOFKmxZluWoQr/47e31st+XZZ4rFvrO6Z5SyoIrRlIVTOacEaUKzqUoikxm+blu9rv69W13PHeM5u8eP/zV//x/8Zff/EGWa522oMQ5wFQ4oPTC3wJaH2UVYgKaCgMikudIeaqqAqGk73vgLsgni6KAceKgpyY2MALULzjfxjkSF78DSsFHobnftm0eLRnnECQTXC1iCT7NXQnturgTRggB6QoAdeCpocCD14BdpEiDcxiifhSONFBP1LS4BYGUT8RVGEn4zMUB4eQk8I+brsavEUIyqUBwq6pqPB6ziHaiMWi1CSEwqVC/+rhOFEb18PBwPB43mw1jDBAoqspMyOgi0AHnCZUlg7wPITBFEggdekrwI2nUQwgB2hEKDB53zQkhGo3EIJRlebu+cTa8vG32x3MupB/2KQXvrKVDTpupYpht8845l+dlNSqqIjOmf33pjvttMN2oKubTcV1fzsejiqq2hBBHnLU2EEa4CMQRyn0I1gpPsSWXem8p7RiD9rS33mttHZVcCUqD944wwgQLjDofeqN352N36jodsnI0Ho0Eo1VVjmbzMs8+//SDECKwIIToe+NssJ5RKoUqKplzmfd9Txg1vd5ut8+fP10uJ07czWqZz8fSdDkjVZl7z5a3I++9D0ZIIWVJGdPanurm5Xmz25/PtR6P5h8//OLjVz+/u31PSbZ7+2yjVkompGRcUCYZV1wEH7TWuuusMUKIIs+zLKvPDVw8jkQclZDz+RwHFKUUfowx8+UCIAXoGXVdQ54PjTuZqYQOOueMs9p67IUnUWYGQQxK/vDmOMz4q0ypBDQkzG+Y9opkFRJ3vCiloPEDD4K6FJznYfrRGB/n+1K9CnB1PB4zxnAmcWskCTIhYcAF2atVhjyKkaUf/IInzkUm3mwyBYOUc17Xdd+2uLJEQaCUntsumR9cBdLuw+GwWCy++uor7HDDlXnvpeIpCyUUYl+MUIpJueC/xEAao/kXtg2l1trD4ZCgIGQ+qC5snC1GD6aqqru7OyEzygVjbLM7UM6rPOMqsy70fV9f+obSajIXQhBGkdYijVFKUKq+/vprRuznTz8ed6/z6ZQQ11wOajyilEkhOOfGMLx4GhilJATuvXcBhs4IpYxK72vKKOWUe+qctU4zKYoiI0xemgE/sN5Bp7SzzhBWTRfLxWxc5LZtvTdt12dZZj1pm9o5J6TM8nI0nq7vbr/66itnLZKx0+ngnKPBH/bby2FflbKQYlIwFXrn+vGoWE4KEpynxrMghMrzglF5afTm7Xw41t5TQqvpZLa+ebi5fVdV06buLuen+YzBDPCQE4KAaTqG2ZZsAGPQ+kO4YIwhuYCLP9cXpJEpqGZ5Vo1Hi/UKXtt6X7fN4XTERA5jrMyzoqqEENZ77zyllApeykEuLU3QYsYXKCUowcfjccBdqkrRoZAJvy+xm24Ef4jPDCGkWVYhBFBZmDSQf5RRKRLwKOaSWG/n8/lyuYANhnxBgtCYQCeEixCFXq7/A18gpQyUIzdYLpejskLoQ/vSW5tQL2OMYBCEom3Tns9njPCPx+MPj+/Qpei67rQ/vD49ox4ARNY2J3iBFDNTMvDFOGGElBJC7u/vE4SbhpeRvoPBUxQFEjDYORHgMeQqz4uiZIKDcNhp633wJHijrfPOau8D3qVQMoHOSDaEYNPJmBG/Xi1ulrPd5u3l+XN7qZeLCSeGESaIEJzTQC0LxvngLaPUWRMoy6QggdrgodRjnIPSrceCDcZUJkejkcwK42zd9pBDUmVV5RljjGdLIRhnvKm77nIiTisWppMxZaFQ2WhUEs7yQtV1zYL/8XffMdcTQqwxgyA88TToIiO6NfMyG2VcCcKFmJaqUsw5VzNKqXCEHs/Npe4P+7q+dNoyRmWejaaz5XJxUxSV4KqoSqXUuGzxcNLZTa8Phxj/7eK+EykzFoe8gdEjZL29vcHXw27Bccuy7NTUyEQSA4QQIpQEyRlMD5g0UIDexv3hkTLG4xppHWX+kB/CVCAVd416JH+REHjk1egC1JcLaktMzxJCTqfT6XRKSTioJkMq5BxSaxheapXhwlLSLlDC4oKQKyMEg1CTzC/RcLhkaPgkotnhcIBseKd1XdcwJ0IIjL43ejwe3z/cYm3NQFPq6u3uDUFsOvvCjr3UJ8W/bBTF0wyUOu+dtTS2X9nvc/PACoCGHIp7IcRsNkMNsN1udVziUZal9iGEYEzPmCiK/E7eSpGNJuMsyza7w2azuXSN955SlmdcCNEY7TrDuIxYsQ8hWGP3++24KhiZj0fVdFTcreafP/3Yto3iNoRAXOA+C8TzoD1xnARCuPeOC1nmeSCkbXtrO6Fyz7gPlDgXKKeEM+Y5g9iPpIQDA+Ccj0blaFyFELQR3rm2q4PRghIhKaOeBPPVu/vj8eCc+e6330GW5u7xIXhCumHaIM+5975pGt+fiCMZJ0UupGJlJkblOBPMB01oyItp23b1pT9d2stZd61jtCjz0joym988Pj7e3NxNJqNqPBqNRnmuLoef8LKQYqCgwsFFVfKfqawulwsY1ZAqA98FIwgonNAwREF0Pp83+wPMDJ5XyRyJDyyQECI44blEsGKMsWA5oZQxxQfKkTW27/txWWH2L8/z8WQCkqYzNu3YSx4f1k4i1RkRBUZY17V3DocfqSbUHuq6XiwW4ITBYgGdoIJL5RsuEulrAmkopSKEMBqNwLeGOj/SQgRc5LW4FDzE2WIFG+i6rj5fMPXnnPv8+fN8OsUyie12671fzOZff/317f0dPq2Li79hY4vFAjE2JcPwT2RQrHLJBeAt2iiHAT+KOM45//z583Uujnogz/OmaZJ+FnID2CSVCvV0npfr29vFYjmeTmazGbx429XJ8lH/c551Xdf3Z8ZYDukAKSilxNvTcf/MCblZLqcTNRkZvQrO97tfG29pMMQb5gglnQiEk0A8s94oUlQ5JYS4zvjQcxIok944Z0OggYRAfQjWOWM9t8H7TGSTySzLJGAJY/rn5w0ntOS0Gk9mVe761vbn5vC6rS9dW+d5ftg+SSm1MdLfGGOmuWOC5HlWlgVlrO8zvaq895yzybgiPnAasrIgzvXG5ir78eVwOp0v5857SklGaeED14Z8/fUv1uv1+/ePNzersiq8t13XHA47Yr/o36RqCgkUcksRBVCQxWDyQCmFygr4Po8/qWUPTsn5fHace++5FDDvlMKdz2dBghCiqMqhYWZM0zTwWagdMJzA43w5lp1cQ6+UUu88DjnicELyZdwnkeYAER4n4zHIJ6D14DyDUYDwzhjr46ZhF6VVSOR18qgh6ONWKe89/Q//jb+NOg2RhEZlJ0IIUgWEyslkAlj5dDnibo/H43F/0FpjYJdSmscCN8uy0WhUFSXnfH88XA/Os0gA4HHNDbkSMHfOSfZlHwj+Fvk6An3ipCM/sda2zuBzUlKU8hM57PoNiZcXQtjuDqvVarlcSpk556z3IRBPwuvr66VuD4fDZrN7en3ZbreoKFqbRZRlaKUKwZQQRZE5qzkL4yJfTCejKmeEOm9G4cl771yw1vYDwOx9oFpbFyghcZEDGd566wUhjAvlmWhae240lUU1mhWjKWHcUxI8pXzYP1GWpW7qPFOCh74+n/Yv3enIvJGCOt0wRrquOx7PzpHRuJxO5yJT6+wty4osz5lUgTAXKGGMUaGtgWycEIwR2vf96biv6/p3b22WFVIUzhHbh0yVd3fvbtZ3v/zlL9c3y9VqRpk/nraX+siYz3JZiQpgAYI2pRRpGzBPdORQS+MUMi5t1NczcT29tXY2mwEatdaeTid8glLq2LYsUmr4MPrgCSEIpHDHIW7VZYz13aArbaKwWMJdgA6k6Tz8DsQ/0cFH0cSuJJFQpiZJh6IoyqIwcaHt9Y1DBh/xCeERLuBwOBBCJpPJzc0NOvgIbzTuifDeC3C4nHNongKcRXKI5/j4+AiNxE+fPv3qV7/qdAvoZTwef/jwgTGGQDSbzSYRRMZzf3p6qusaqalgXKhB4DSEwAg9H0+pbKWMccZUJjnnfdfg10hU/8e7BGOGxT3giaZDlEB8J4SkWjxJ4GACBQ8dvvbnP/85XAwMdXDbWj88PCBZ+vT0mRDvdH8mwTmnvceoHuUyuXxj+r67MBJyJY0YHP/QjO4uQohMybIofAjWeq21tT5UOXquJm1Htd65IIuV94RSKhkvMs5ErrJqNJ4JEAacDyx4EoLRru+CFPOR4oJRZ13omOuJa4g3lITpKOua9lSfu5pIQaqcL2dlUVU3WR8Is8FZ2/kQPBFM5ESGrCysC8a4pukBGJxOp7o2QsxMT3RnhVDT2eL9u48///k3D3f3Hz6+O512P336vu/OQpK84CoTjNq+75GGwXhwwjBehKKGxMWVIYS6rk0YGKSX+oK/HY/Hi/FqOp12XXc4n6y1hBKRKa314XyazBcpaLirBURwiD6OVlzFK5/+MPLmSvwvwmOqTUSUb7uuNlGR4fMhy4JgXlUVbLhtmvTL9EpiAyaXYBhkXk3ToLiFpsTlckmMnxBX0HjvBZxKSmThCTjnj4+P+Nau656fn0+nUxpGxjwRYwzqGkVRQJGJeI8kcLhPioKtSdy/a5gHo8p4CsYYa7UxAaG8qqr5ZDIIHBhjjOm1ttZ2fW8j9kMplUoVZbm6vwUhHVlxKnZ3ux28Ax4N3JiUkhJujGl155xD9xfpzeAOKJnVk7vbFaN+u90ezyflpDVeO+ud9sE7G4wxDgsSSCA0yI6fG0FZyJXinC9WS3xvH3lzeZ4TzoqiMNpFx+9jiPQvR0MI4RnPM1lVeaBCZUVejozzxBoSPIBZY5zVJDjBgqQmONsF2zKvFXeCEyXZ+bQlzpc5LUo2Gc/my1WWl865ur5wLoTMlMoo555KS7ij/Hhq2l7XbXep264bChjCGHGCc1GV5c3y5t3jh8fHx9Vymefqu+9+LTgRPLBSEq+D61kgmVS9HvifAAZTghOionSySZyuph+WY8P8sOMBh1jHhfUk0tnKspR5ntC+a6QEX5rahslxO+O898F7KUSe52VRlkUppSQ+tHWTAizxwTkbQmji6AKAyRRUoNLrvQd/4Jqh2UdBRGRn6ioBBMVlv98fDgfnHGjGACkQMxLJGTYyRLt/9Hf/OrtSWyvLcrVazWYz8JWPx2PaHzhgnorjivM8z1WGhJtzfj6faRTSHp7jsHbPsysOagrZ4Mv7OJqVIhV0UZGCp8EzQggE8GnUsMHNSyk7Z1Lhjn+VxhdR66MFDK8RQtjvjowxjMPCQvC3Td/ROLoSQrDevb29PT09/fhpfz6f9/v9pWnQCB623tMQnHfecUKkIHmuqqKQUjzMNGweJy/EpAVlP84Qj6sXKKWHPieECqG4zILnbd/32rtAuZT1pTXeSZWHEIzTUCpYLZeMhOC0bk/t5ehNI5jPBPPeequNcdaTLC/ysqKE99Yt1IEQ4gMzgWgTzk1/bnXbmd5560hnbN/31njCBiBekPl0Or27u3u8u1+v12VZemu6vhWM+qAlJ2WlRqMiz7jzxhhjdYZ2VGoR6bgeC++LxakAnPXeDaVjqpGQ14H0zyIlg8dFf21nXGSMkDjTxDlHZgQoMsSFKM65tunD1XIlmAfaEmjrwSRwtHBhPG6bAPpyPB7T8B0a4EiqUbJhdiedQNgFIQQCLhjg2O/3WmuUoOxqKAIWmPDC6PepYIydTifn3N3d3ddff12W5cvLy69+9StItSWajzEGWUen2zRfyylLoa/vex5RzSGCWR1CKMvcR4kKYEo86sHAXFMnB2kDE9wYU8fgZqOAN5civWykOp3uz/Vlc9gDUiOEoAEVCCnKcjQaubhmIxDStC0OR5GVA+eQDQLv6Bo3TZNlmVS8LOdgsS7ns+l4xMgP+33GaWCc9J0JlLgw1LTOW2OM07o3xBjdNJpzcjkQpcioGqAUpaTiOcsCpwwIHMEGdue8cSEEpTISKOeBUuupYaEPTjvnOclp6CQJGSeUUsldqVyVea07RgkNxnsbKFaK2j6EEBxnTOSZoJwKYT1x3mnnOlf0fX+u23Pd1J3petcZYzxlVBAuCGGE5FwEwbiSSkn1/t3H2Wy2WMzHVUWos6ahlEpBOCdlXo2wOZR43bVtq/u+ldlw3Nkgsmwopcj9YF2oBVK8KooS0+4ow5C/8LjobugQZhmyxPP5LGRO4qBMQkdSR4FHuWr6+yTnEHXp8XIRxJKxpX4Jen0yCtVC0gG9bjS3ECpwwj3mieWAxCangB+t9fF4xGxQVVWLxSJVsIBhkIiBagNHj4NNCKH/5t/+p969e4eK6Pn5+fn52RiDr8GpRQcGCUDf97/45c+RctR1vXl9Q4BCwwQEu4SSjcqqKIrL5ZSc4peuQ9SNQ18klRDW2u3pkBo1KXdHK8LHycAUb51zZNgsT/DL8BRZlrXR6siVLEAIgVORkFjOufVOaw2kYDabzWYzwFHaafCSDvvmdDq/bTe77eF0qY+X8/nS1F1LAqUDkzywAP2JQHwIRBsTnCY+kCwjk5GcTEdVUcynY8aYYJSyAOAVK9EDxgYDgwQ4CSwEGigJnmqtAzZm0wBwbzabXdyYEUKCCba1+uJMR5ymxElOpZRC5YQK42nXm7Yzxpgff/udw/7fQHygnlBKOaHcGAN9Nk5ZWeWr+WK9Xk/Hk/nNYpgMcsY5p4TIM8k5J87e3d6u1+tg3evr626zHTgb00kCRZNJpMwNenlJhMJ7z4oCbh2NJYDeqa8NS0s1nve+LMbJCBP0j7IoMeNcXOJpjNHGwbqA4aUoGuL4Kz4EmWHUC/Zd1x0OB4z1ocxDfpRiYKp1y2KY6ki1FW4Z94KbhT691noY1wgB12+txcIZGsVEh+LwV//4HxwOh7e3t9Pp5CPjhjF2Pp/jfIcHvWC5XC4WC6H458+fP3/+3Pd9mRcAxIACcWxmzHOceMmFUqppLjC/lI6iPTKdTvEckVqgndB1Hc8V0kvgK/CagJX6KBt+bZxY1oWHDtoh+jmJfwezRPyklO42++QpkJQbpxOCjF08Lm6wIYT0net7c67r4/m8P5xet7vXt7fD+bLf75PHHRamextC6AwO4SCnTyAPEojiJFOkKHmZ51WRQYdACZllPaU0BOqc88PuD04pZVS4uBEaQ05ZlhVFRse/JCR413vTGN143XjX0+C7rum67nC+HE/1pXbakkAIYzS4HHROT4j3xLkQCKGEZFmmuCiLbDaerBbz27ubm9V6PK7a0OR5Lhk1xvhgMykkF8T7Dx8+dE3b1Z3WlhEuuBScMypkOQzy4DnTqMaJqTkYWErbQggXZzF5YK3FX6XqA94TcBpCR1mW1HNUFtcNA3zdtUWRuDPQ2EEIFxeT6rcQlbBtXHOCcw5kFbpvSHEB0uJfATjVcSUE57yMbYZ0Jfjetm0h4iiifjzysr7vAROCwmqjFBWOHCBf+h/+G38bTy2VVThbiHtoTiyXS5TOdV1/fv6UeiNoQsC6pJQ0WjxydALGGfHpKSOgj8djDBTDx2AXHPJ1KaUODi4qdWOgIILnFSKbPNWZRSQf4GGZOCoFYi5Kf9g5akXBBm4qEoO+71U+pI593xvbp94G1p23FxtCcIH0xpzrerc/vu7253P9ttu2bXu+XNqm0Vp7PxDfiZh6b733NDhCPGeEM8qp65qOMsKHOXhCKRGCKE76nuQZKUuS50RKmslcxUqbskjZDTbh5nv/6K3pu0vbnPvm0LcXo4l3xHsC80KO6QOxnoRARuN3wdOIpzuUwUWWC8nXs8WH948fHh8W82kuuLXGaK1Vwzkn3jtnMiXG45HkwvY6uCBlpriiQTjriadCKCGUISe4PxJHIhATvPfz+RyaQ+BhIyvZ1Jd0uHGQ0BuEQCiKeREH/BhjkmUpLcKxpFdtbhv30iZmTNcbQCzYNHg6nYA1YtaJRiYd4FwwUtAYTFgLjhY63hj0oVFElDFmI0qfMl6Yz3Q6TdeM60QNaYwZjUYhBBSlCCokLjtCFUr/7b/z15DowiVoM+z6XC6XxmhEFWBKWZZlmVSCpZz4KhQMPG8UZqmQC7GHy6+khNHlS0QeeBQWh0eq8TQxsA+HQ5pASbE0ZbN4KB8+fGjbFhMleKmJjAshIOccTgY+xxN3Pp/BLwVynR4crgE3kpKrnA01RiDUete1+lQ3Tdu3ut9s958/P222+7prnQvGWuec1T5F2kAHPpTgqjM6pm3SWtskxfEg07GD7wDvHvkSwrKOQCtjjFUqoYtiYA4RSilGS503wMwyORwmbXurjXOOMlKobDwer5bz2Wx2u1qvFvP5fC6FsFYHO7AjnK5RKUHSLp3yqqpgDOlEwgnmVd62bdMM1H/GGKGUEAaALTDadd1hf4IbLYqiM20CaQRXaS7+fB4qJciOcc4p4QD80kuhVwux67pmUe1CRL1DHVWkkRMBsED6igS4KIqHh4fRaASwzZhBsdtd7TNDgDocDoix1wwErfWoGFp8V0uxCCFksVil12SMuVxqdMu4KgGo0ihvjcNWFAXCr7WW/t/+1f/hkJ07LeK8vBDit7/9jYw7d4UQoHorpYj/skN8OJyEIGtPdoJHg4vO83w6nU6nU3RO6roG4opEN0S9GeQASqnTpTkej2hxAqoBYiniSm1CCIAcQNug+CQ3kWjEeNDQU0SZB4ad9WYymYBDl2ADnI9U8SdsLcuykWLdQAxwhFHKJSEsEPbj50/WBWudNq5pmrfd/vX19XA4HA9n4BPwES7WwFVVORs8HbKXL9+rBnZ/qoWQbJO4cgOPKCEBnR92GwshGBv2COiup5TmhRqNRmVeiEErXjvnOiyKGI1m48l4PJ5MRsvFYjae5LmSXBBCsOiiUAPiVeUDNxi8MwyOAiDgcb4uYd3e+6fXJ6WGVUrOOaXUbD6fTGbe++12+7bbWmulGKYcrLUig/oWLctyVE1YnIundIBMgbEZPSh34f+mI5eKGvjQxMUhUTkebYZ0/HAa0SCBBryLk7vIm/a7DeIS6CjIG2E2/Gp5Jo3z7rkcJD+9G2gkZFhEnaX3RcjwKo0xhGe73U4IcXd3xxjbbrdCiPv7e0wqn06nEAL93/+t/7aLI1jo1J/Pp8vl8v79eyGElF+2NeGgKMGuA2B6QOjvSSnxTIUQaB6mtDtBYelpJiQ6i9KuIYS37R6nAT0SVP9wG7BV4No2TqlwzlGBCCHQk0Gq891338Ev4HqQV0+nU+zRTPhQaq2Cg6viT4K2fd8IIbIiL/JKCKGdb9u2643xjlFMV/hLU+93x+12ez6ftbYo8Zum0cCPjPfeU8601s59mecijHHOM1ElR5aCXqqi03NO/u6iG2QkyKh9sEIIJWTE9HkIwUdAXCn11VcflVJVVZRlmSklhKjyrCzLrmmLMsukstY6bSgjSqlMKiWGYTwgxsYYuLwQG3EpPmNmjSsJrHg8Hk+nUyElAuPb25vxjhDCqEBliAD1/PY0dGWZTJ9JCMHisfS+IPuJxDJBcSkPwrlHtAhXUoB4oQmMTecz1ZAkqlqDWnA8HtvmMh6PwdchsRGQAn4qI5E253lu+4uUUoqMXC0mYkzYqHDhnGNs4KbVdf22O71//74sSyhiL5fLEMLb2xv6ojje9O//zf9G0zRNU1NKx+PxfD6fTqdZJoHh4DFhP97Qfhj2yA8DwumhoB3Z971SCh+S8n7MUJm43wJAKF5kOmTJcxTVOKGaMmrUOefW6zWeZmot4h4wioWcgRByuVxeXl622+3j4yONfUI0kfFpFt2tOLQVYosJtpf6e6gwrbWjPGOMUQFyjySEGGut9VxJ74i1tje664ZRzuv7PZ3rpBirtb60XUpvGGM+DOy8pv4yPH3tHZC34Bkiw0fKwDLuvffWxdYTL4qizHNjDJJoIUSR5fP5/Pb2dj6fL5Yz3K/31hvrnBOMq0xURam1Jt7BtXHKwNt6eLwxcVg2IXicczBCfBQcMpG6hRIDTKm+78+XS9sOjQrjsRdpAmS7aZq27/JCSSkZFTpu+BmNRuPxBB6zaZr9ft+1WsV1FNcpaEqFkCUlC/Rx6QWQGLxQGkeQ8JaRNBlj8A9Pp9N2u22aZrmYQUkNKS74MbjxlH4PPS1CQgjM2yzqo+q4TAKi6TEsUXQCATROFzeoNpG4aa3P53PbtrvdLrFw6L/43/qvYtf8bDbLsmFTEp4yievvcBqAQjs96LJd1yopfeKcJzo4Ul5Iu8FUBgWR8XgymWy3W2SD1/dJKT2cLvCUCe8BkKOj/GsCo3HoU5cScFNCfRB+OeeLxQJS/Pv9/ng8Wj80YOD2cJQZY9AUueb04HoQBJJDDUN/wUspqeCMseBpcp8hBKjOSSk9CQCp67ruur7thzErZ4PW+tIOcnrWMZQDyOWyqF6HrDW5c8450As0dRljo9FoPp9VVRXcsI+gKLPpdDqfTKfTKfYuKKUgQgliOqd4jzKT0hizmM1Go1HX1G9vb1rr9XJ5e3vb6hbfmxB8PPC6ruGeQLz23g+hL4aXumnquu77YZWi8cNqW+AQTTeImyyXy1SAJYibEJoAhb4zjLEsy+B9Ujc8uWAkBThj16BDemLpPCCHAgp6uVxYpNrs9/v9fg9wcbWck6u1tskJpnIJ/4pFhvdsUtHYgYR7BetwaMBQDldyOp0A/94/fkypOwpXROD5fJ4mfem/9/f/Zqo74XEZH8h+hBCQPNKdhxA4+VKu+EjLwhXDAKy1u93ueDySiPtDm3WxWNzf3yulNpvN6+tr6imlOx++hXLcOfwrgM0+bucmkelzPVuZ5znsHL4APmk6naYni6IRn8nEF/BDDStdC6UUDndKRVI93PQRb7haukicn81m8L4JDYs9TINCxRjTGSgd0BDC6mbd933XaoDMh9MRgPXpPIgsp5eNq019GlxhSrqklIvF4u7+BqR53XaDaLLVSin0ZoUc6Ltaa2M0bkpKmasMXjxXajabHHZ7qNzPJhNgMH3fa6eTRDrMD+WTHPaQDxaCw40Hfj6fT3H1HaVca930XQhhVE0QYQ6nY9/34/F4Pl+0bZMSbDxYpTIU4X3fN/WwARfvveu60WiE3IFeteN9lNJI2Iz3g1I9iZRj/IKP+p/n83m1Wiml3t7eUKQhBQ1+oJIhJ9JRG0Zc6WimF8QYo8EOD2rIa3AKRNu2JAyLjABlocE2ni63220IYT6fG2Oen59DCOv1GuUPbor+v/8P/5PhQ02XMAAhxOl0SAcaLenh//ohjWRxfB7PAorl8O4pI4cHWi6Xt7e3Sik0JBGgQAlI5zWlc0yoxWIxnU7hsQCOQS6tixud7BXVCP5CqbRTUqYeKHobOLsoeouisH4wM0A7nHMU4sfjEY4ZjjM5CO2/XB6nLM/zssrzPM+lCiGE4NjVsCVjTCnmnGvb/lxfEu2BM2n8QBzt+75t+6ZrEdDyapFdbWsEbgziu7/S74FWFWOsyrP5fA5tnpeXl91ma60Vkk2nU7DhUAcNIIFzXHES26qCMjzMIsuB6ARnhnYcpVprZ2wQDHCljnuRE7kE/QOMSiulkHW/vr3FprYftBHyrCiK9ep2GPUmQQiB5are+/F4hAMG38oYT8nL+VSntTDwg1lWQFuPXZFjUjxA/umiClMbNdfKtPg6DvvBWcOX1XVNKZ3NZkiSg7epjwe6NlKAdPLZ1UAPpfR02KZSkPMvFIXT8Qx5a8TA8XhcliNK6e5wWq1W3vunp6cQAuIQOHpfnMi/+7/4Qx++1J1k4DrUQAuttVjrlepAQQd1NsSfdIgT6ELj6C1O+d3d3eFwOBwOyDz9VeMVDxSAPvqHZVnm5QjoKEREkjNL1w1CQ0JxUb2k15MuFQA0bA/pO/7bEzdw7jASGSFsGZWecW0pKm7PjVKqKso8z5WSOOiE+jLLQ3BkQHdlmeWonQ6XPaXUu4CDixTO+gBlFK11b4zWNiWf5WgJlwQsFw4iXIkvG2OOx2Pf97PZ7O7uriwysBMR23OFOW5KowakcyblUYwx50xqf3nvOWOj0WgymTw/P3NC4XQQYSQXWZYVk1H6UkxF2CiQMZ1Ol8slpo0S+u/DoP2F019NxkVRCK6enp6stS54IWTKUBhj0+kkDHypoV0+AJ6eJl0ZrXUIdDKZzOfz43Gf3mk68elPbKR0JoYN+GI4xomegmTexB3XatgURBhjs+kYbUx0EbKoRociNlk1TLptW+JBi+Wp29l1ne6NMeb29pZS+vr6GgLF4NJ+vx9P5yi28cZTs00IAe8TQqD//v/uX+j6BlwB8YWCoFGXM8as1emNhhA4kSjllVJp8hJ1MI4O5qYnkwlS/E+fPqVTnvyf1hpyqIjaGMvAud/sDjyKsqUhwJT0IvVP1+avJiNZXKCVqAmpdZm+qKqq6XyCRAvgXojjJwl+RK2oo0iWY7mUUmWCEejEWRoIZSGXqizz5WIxHldOm9PpZGwvhHDOpsBICDHuas0b+TJ6gzyCS2mDBA6MsIkHSyl9eXmBjwghwGyAOrjeINHgnA2dX+/btu37lhBCQ2RUDhh2yPIcfU8pJUCUtm0Ph0PfDHOrJNKRsywTjLfOpP7VNYB8e3uLKqiPikZI89p2oDdUVZWVRQihqbumacbjMZdC6+FJOuc8CVmWVUV5vfwL6QAJrKoqsKaMceSK5+i9FVeyEQmzSKB9QhbQ9U3gJ46BMQYHLGVPYKKl5pmzGqzRpmlwdBHN5vM5Jq2yLDPGQBytKApnNPryyfWQQIH3fPfdd8fjcTqdo9UBU7o0XcJ1XFxaqJRarVYphtM//eO/jpPnvMHzRQokJUfuFEJAzwxGv5iufBzax1nHMPtms1ksFvCUIQQM6Z/P51TtDD4jVnGHw+H29vb29pZzjlAJs/GEgeHOo+oMLORyuSD04UCnqIVfk3I4yokujNumkd2bZdlisZjP5z/89D3MDL+ZqHOorNI/TGUAkRXwYeIhBCSKLFeZmI7G1mrvnPc2WOe9Z5xIKZfLRYIQvPfOeRNZvJRyLofBcBL7Wpt9g/QJtuecA+vy06dPIBukW4bzAjdwINnleQjheNzv93vTayEE4wNKngmJrrcNdjqd5vmw3dFEnatgXcrhlVJSZnitT2/Pg0Bo1CxH7w4OC1kfnnNMfHhZljC/ruu8G9L+S1PneQF/KpSEX+Ocj6sR7gi5rlJqPJpiSWbbtpfLUGtc0TMMholYFOHGewmxveGHDb5fqGpaa5woFH6c87Ztb25u6O9zJ+GDunYIU3B/sApU5g8PD3mebzab4/EooyL24+MDUj/AkJwLXMl3330XQijLEarrEMcFlcwTZID0EI00rAwcQN1/7+//TcSEL+El2BRYpOQJMZ9MJkVR7N52IKAgdaZ0yCI+fPiAOA4kDc8L92OuJpUSJgbPivcNTBIX2mmb9tqnqhqPOMRtBDgfKEen0ykCcsKj8OdZliGMLBaL1WrFGAMm5olLKEtKjPEP+6jzlTK0EMKpM5zzTKosy/I8K7JcKSUkc9oY03dta61VSmAHOqV0Np+kaG+t9YMojsA1eBK6VgMKx2Gqpss0NICKF9FmvV6ndAPcqwGmpnSxWExGo6ZpXl5ezucjbtb02jlHqM/zfFKN0LMlhGRlhpG0um7x3JChrNdr4LQwJxdHpa03JNIV4PWQd4F1lSaAWOSREC5wwYwOg0Xee+NsluVwoFCmMNoBNSlyBY+MO6Vk2Ey23++hNoCMMZWpea6Q0kMeBflhajzQuD4++Xql1LffflvX9d3d3Wg0AlsDOSrQB2QcqLYul0t9GVT3sSsCfgoXgF9O/erFYnF3d3e5nJ1zqB2EkMgs0O2Yz5doA2KRhpI58DAA+ynjS9GbReY6/Tf/9j+FQllrfbmctNZlWU6nU0IIFxTMfWCeb28v2+22qzsZFeBMFDXD8AGUC1HYiEig8ZEFch3WQtzZDUMNkRHKOSdMIKtEVZ0ip4jrtVP1iDwzYoOD40iYxHQ6xY1gLnm320Eqr6jylO4im4V3xCZXeA0WRzq894FnWEtaVSWnA2BonW7Ol2EueWC6Fgj13mrnnNHOe084izVGJqX0kTyltQ0hMCmEEJQMJUDTNN575FRSytlsBjoenifCi1JqtVpCHKm5XOxAXHbe+zIvQghS8dFoNB2N4f6bptkdd1IOhJVUanpHgFJorTHRa6PkhLYt9ErwC0NbxTkadZ+llOA2wXkdLzXnnFFwdCwhRCgppcKkuAueMZZnZYg7jCj5skXMmi8yJU3T4WNJXNhOCNNaa92kSuG6qwEQCDgTyE84Sxg8SFME9Gq8LrUiUtPidDoxGgDmJbAX5wECYtvt9nA4lGX58PAACuT5fBoyRzewL9H3u7m5QxhDmi24gr2BRpJfqVch8Nze3qYYQ//0j/+5/X5/Pp+yLEt0Qa07fCsM/fnl8263Q35MfYAvRJsoyzKktufzOfVtkATCQmB7eCXwtQBINpuNi3L3Sb8xhNAbZ6IybHpbCW5VSmHGBFABUqwEKSUKAjJkXAaelDEGbKxzfYIjwNlK3TAS1TFsVC5CEFjfPqJegvO+1CetNXEe455lWYK6GbwHQ8J0LZMiywpEkqE4pHyz2XzhImYFwBhjjLUutUMS9E8IeX19NVf7eVScNmjbBqhjCKHM8zzPKQ3e+0wO7RbnDSJqsI4xZrwbEjZChBBCKDR467rO4mUkaME5V1YS6R+ltI2bC0gcVcFh4pyj6VzXdVaMU8shhEA56O9SKcWlcM4xKtDKR/4WvDXG6P6L0DuyhjwfeIjwqDyOGvR9fQXRf9EiYnE5Nq4HhS5oVZhFxjwqni3qjgTUoVxCMTUZVzLqhiWsHq4BhXpRFFiPiRhTFPnlUgO83Ww2P/zwgxDi3bsPUkrUkCDTwCBDCJiuAF0O4BywCTMswHDOOfq/+h/8N3nkjiml8jyfTieAAfb7/WbzCg/NE4k2uIQTwA3AOM/nMw5K6ibBhJAcirhwHMGNEAKSO+d8UO9mDH+7P57Z78+/4EKzqKYKY0g6BTS2tvEtCPpVVR0OB4xICyEQW3DPvekQUnAWwz8hyUxj0YWaSjufUjVUNaOiRBUn4w4G/BUyahJcnuegiSAVb/sOLA7GmBuCz9BKBjYAI6exBYz+fgghMXj8AL303vuXlxckxjiFkvPZbDabTYwx4HA3TVM3A1QmhKCMofqSUo7HU0rp4XDY7Q5DgR1IG9ewKKWEUO8/3FBKrbWoKUiUlNda42IQHpN2wWy6+oIijqo8zwmh1tosy4SSwVM8T2ttq3tKaS5435kEleth8IXM53O8cWu/TFfkeU6IRQ2P6/Rx2g6xHbHROQdQp+/7b7755pq9hORiNBql6bYUrFDjZErganEBCZQCybmqqm+++aaqKmz5LMsSB+98Pn/+/BmD77e3t/P5EshNVVWjaoKvZnFWLkXvhDYxxna7HU3jIP/wf/7PINuZL6aJ1myM+fWvf5XyQADfOBN3NysUV/gaGmdqExyEOJnAhlT4kag/CZvJsmy1Wq1WK0rpdrtN6mZMDCso4IBT8onAndoh3vuyLMfjMY4mHiIMGy5wt9shtYPbBvyb57kLNrEL+viDLAv+NVWksPmnpxekuzgW4ANlWYZ/hQyu1QPGk+c5cyGhYcb5ZKKMcj7s0LbOuTwvl6vVfD5v6jN+OZEJ8YjG4zEeLLLcpK6HGjiEMBpV6Ib5QanWtW3b1oMWQSAO7+Lz09Pd3d3Dw4OU2eFweH19revWhTAej6VMCPMg6KKUcr4xxgD3D1EtEpeRApGNGyCyLDseahCjrbWnC5g0k9lsVrdNlmXODtrNTT+Q7EdZgQMA14aDIYQCnC6EUGroCSNLOp12eCD4W1RrSimwQXycyOniVia8IGMMOvLo0UFZOIVTXMBgzGTIaeE00TFGvX1/f4/tDCimED97o8FD+vHHH/M8/+UvfzmqJmhoCyFGo0kKuSi4oMPE464bQggSmdRroZTS//u/9j8ajUYQY+37frt72+/34Decz6e+77MswworKSXndLd5NVEYR0TWNXAFH/k+SC/xLhFtUuQF4WOxWIzH4/P5jH10Ji6lYYwxoeDAwEFTcYsVjBklIkJQCvo8rh3XWqOIstbO5/M+LsfBiRnaMnSIbGmsm0ZJZhL3pBdFobXGtAfnMuXMGNns+x6klrprk8NLJkotGYgmJlL4KWeMUcHhjCeT2f39/WQ6RdTSfYu3hZMkhEDjIYSQYlHydEiWlFIYBOGcDQypYdCECSGC85AJu9Snvu9/9vXXSinOJY5XZ3SelaPRSGsDd6NUTik1cXd83x993N2JK0FYQLYPs0x9s67rGB0WLXAptNbGDLM/1jsppTUe/6rVg6erVO6jXDre1Hg8ns+XcIJZlo1GE+fcdrsFvKF1g+gH/j3nHPkX8FLv/fF4BAVysVjc3Nwg+8AjQjaX1G7BqUojgojDk3EFJg3mRYDnPT8/Xy4XNCpxAk2cbmn77vPnz5fLZb1ef/XVV2VZHg/nw+GghqlxjiAPWPt0OumuR64norCNi5QsWIS1lv6n/4//DXI83AzSy5S8ATVCCjuAonRoBPPILU5ZAaW0KAq4NCCu3ntCGI47Vs/PZjOcJOwJTWfLR16oKisaJ+LRi0eFgzI3NQ9gGGVZBs5hpWkuOfFrEXOyLFsul9g30rbtcf/qhz6SQaoAyttyuU7MicPhcD5dcBBZTmazGRLmPkotdnGhh49y6zgT1trLUaOzygdhxfjQ1eCnyzJHIQ2VQUpyRFQcenS60N4NkfmQXDiscblcYlUloLzkB3Gqzufz8XiEG1qv1zerOaZm0NRKZcX79++RC1k7jLoPgnyZolEhId0yvgWXhz9EBOOcG+3v7u7Kskz9QHMlcYLEBLxNlAkA95EcZVkGgQUX9yDgpOFqAQU1df3u3Tul1OvrK9a+A8PEE4YzhWcHPZpSD9YLCDFwiOgBeu8xQ4eiCXGvLMfYaESjqg3AGBRyQEngkTHuuHnb4ZyDc4PHjnhwHSRSBwUQF54weCYI7LhaHCT6H/3DP8ILgL+BI+n7/u7uLhUD4IJSsJnNQEEAvIGTCkeFb3VxOwV+/3JpgFKi1sfRaZoGzCA4g5RsCCFkUV6jo0gzYBt4cInZCBveHo8oqVOzwcbVv4MeR2QIDAlte4rAD4G/hJcJgSJ0Xy4X3ZsUkW7erWDMeBOQIYGbQO87RIUF/JrpQkLtlFKEDHM3i+UM6NH5PPCB8Bh1T9MQHU4w8KHUG0i1DZ45cq00sAKoHdnjfr8HMgHeHxw/I66ua9CPUt8PbhsnGP2S9PxN8NAZcJE2iNTGxiFjfDuOUZ7nnClkzjrul4dfHo1GyEqUUsvlsiiK4/H49vaGCBCimnOi+wkh0FtPCU7f97vd7sP79wibJvIcYVR5nj89PTVNs1wuV6sVXJ4QgtJBWInHOXp7pSbc9z3uDt/SNI33Q5ojpQTsnCodErVt4ErQIKGEl3HtYbrT6XS62WxSc5hcyWegj4+TqaKYi//9drTAP04oOZCS5XJJonaNjmKkMHrKqA/BWROMRksHZ/14PL6+vu52OzQVVZ5RSl3wt/d3OD2Xpm6jZiOh5FxfQuS+VNUIxSdjrDcurX2DP0Yb0HuPtBk6FEjcvfeTxULHoRh03hE/kVVe998G5NN1yN0TZZExRgjbbjfJwWPdOcZMvCf7/RFz1viFsixRfwISOJ1Ox+O5jfpZiuer1Wq9XiMXulzORVHM5/O6Oe/3+9iHkJgLaZomz6YA020cQoXtIQT5OHSP50MI2W63qR2HjA4wCVDih4cHQHk+apkFp1MjO4+L+IQQWFXgoqaBiwN7i5u1MQaxFEg96iXcO9pueRSrp5SOqikhJNE2RBw9++GHH5I0O6AmxthyuQSDGUEvletKqRTckAgAtcbIhYvsX3SzcAFJFQW+LN0LY8T74H2gNAyzd4EYY53DuJNUKsuyHEZorUP7NDXMvPcAS7O4o9bG1fPIFD68/wqZF5I+vDgsEsbn8MhAJpEik4BDHjedwVWpuFRjaL6hBluv1+ANg3MAHwm6E6CRvu+LTECJdL1e393dcc632+2f/dmfIUzBf+AkgUBzOl3atsX5C2HoyaRjRynFVBX6NofDwQUKP4EITqPc03w+R7P+6ekJtQSModUap6Su6/1+zzlfr9ePj494pvhevCqkduPxFIcjkTD2+31dt8hqRqPRqBrjfCBj3F12iYJI43g1pRQ7nhBkaNRIl1LerR8ul8vT0xPSvyzLhRBN0zx9flHZsNgDE3dCiPF4XOQT5JCpHc+ifE52JUWHntW12AewB+ConPPb21useeSc49D7YftfhrwdwRbRHi8L4T1RFPBdPm7pwtNIra1wtU093SylVHBh7ZdxU0QtlM00Mhlp1M9GvpBF6S3cb4JJ0MhVUTaBUorEZDqdSim3223XdUiS67rebrdJBKyuaxX3/grBuq5LTJJ0g7hm2D/cNOIkClpr7WazMcbM53MRV9ngZtH82O/3+BAE/CwuhKJRsDOpqwBAMVHBCC33hJi4yEZAnMOfCDx9GGXq/yB/xXXjVSXspG2b9XqNBGC/32+3Wzy40WiEqqyqqpubG2BELy8vh8MJ7w/lBHLlruuw2QJNMPwJfJsLQ/0DdwIQfzQa4VmgWC+KIk2y5XmOMfbJZAI0+Xg8/u53v+NR4Sal7LidxWyYQ9vtdqjuMOuPVkFZVCjEQcFpmubc1UVRgI7Eo/bWbnvA6FMYdGbzTBVK5kKIH3/8ETgQqh2t9Xa72e/3RVEETz0Z5D+EUGiLXc59H6UWXBztJYSs12sRp1RTxoiqFTodMEikxCioQgjb7Tal98iF7t/dJw4QvgilS4hzXvgrHqe0T6cznrmIC9lhoihZUe0gOOBFJN+Bzwey75yDmSWg2EbON1IMcBtBVCKRxx+iGgA8IDKvxArAKTLGwNsqpTApauKgVkIBdFTisNaiPUMjZxo+LnXRGGNSZnVdbzab/X6Pk4b6JXmo1DFCiQhBAJQ2KAdAbILvQ71AKQWaLeM+P3K1rFoIUVzpPrZtS/+Df/1voUK4XC7b7RaNNbzs6zfH4lLix/s1jAF3ReP6a0opGmtIhJLoyykO6ZK41wkvBvEQcRlPasjjuYR3wafRKKGXTkMicyFr5VkGwCOPe936SPu2UYoPPh4lTdOe8RCRnQqugDdkWeacN7/PjaSUzhZzmB8qyfTgoGWSwNVk5IxQxByIXBhjyrKAa8DtZ1k2nY2RMbZtu92cEuICoAi+mVJ6PB6BVIvIxSOEYAsVQHNMxCGnwARQIichmHvvp9MRjXLmoEDAN+EM4WNT+DLGLFbLhAWguYzD5+Iu6KtylzjnBM9ScxipBxih6/Uabgh1Cj4HSwVxBKHNhXvHVSH2IstAU1tK2dQ1vD/QPiR+eKfQy0hm7IYfczwekWWgbIGjNMYsl0uk4shdgbjs98OwCHa2QM8KLgbRyMQRykGSrzMpcwRCBvACQRIt97qud7sdY2w+n3ddl2UZ7BCGhqMCHAEfRf9f/+B/DJgOl4VgTeIyplRD48+996BlhauNUzDu6XRqI7k+NSScc3lWJsSMXg3LJnA10T6H5vViDk/Z9z3mL3FvqLJo7GibKJaRVVVCWVPOg2LGRVkBRAlY3Xb3KuJ6LSmydD1N06IMS23cqhrneX57d4cofTgckn6elHK5XCYYEB+IRtB+t4G3BuGQDsoduoh7xRET+sjA7PsB0xdxUw+SsR9//FEn1WeltNabzWa73eZ5DtgTcEjqm6deDt4jqlYhxPPzpxDHVeEW4RBRX+Cfpy6OlDIvC5R/PmpqYaVJ0mtAKoV/3jQNZwpZH3wlOmDL5XK9XqO6A+0u0fFk1PWDEeLKpZQYeQMgz6JSU9M0fdfh3xJCdrsdSGTr9TqxEcSgajUIE2JXJZ6tjap/CKTz+ZxdDccxxs7n82azE0LM5/PVaiWlRDaHO4IaN4AuAKHOud32ANwLrV0flTVsXD+aqJTILp1zcKkoQHiUIQbMM3zdv/Mv/7UUqZCyI+4jVUCKAnwSFxHcMEoDYEdKCc1TpCUDvg9SVVlWVQX1B0JI4tlgvB+vH0gjSj4khDb4uq7xISniJ2q4jZuoEnjYxszBxKF4OBt0ch4fH4uiOBwO6PxQSvNCCiHybFhqF03aQrIBz7QoKiDUWZZ9+913MJiUWkwmk9VqBc+FSrKMC9tCCNvNq4j72ICzpQmJFI4ICakk41yFOOOP6Id8BOUELA00I8S3h4cHGWXb06YQPBwETAgFKaVOp9Nutwth6In5OCKMG3l7e0voHI9TmlLKt+0WBonMwkbNTyBSoB8mAFAptdseENKBummtp9Pp+/fvMU4eopoeujJIqfDeU5KJSAsPgteHw40obY2RUiKxhDvGWcVj55wDGUZ4AeUF3wszA9xwOBxQreGEuLi98O3trSiKh4eH5XKptU5lJ84Mrmc+ny+XS9hnXdez6SI5iBQ5cBksbiZESLfWns/n2WwWSacD8oRzMpvN0lwo/ZM/+sMUo1CFozP+8eNHF8WtkBzjaWrdIVak5iny47e3t9QmSqlFURRpINM5V8cVcCGEtm0559PpFIgCrhI4Ow4HOngoHvooIQO2RIhMaGNMG8UFgS4ip5VSfvjwAeNUaUE50on1epWMBKehaVoMyOIGx+MpuoJ4RoRyHETcEbi1eIUob1DHJ9FbwYewwzlfLBbgMRJCfvjhB/gdGhf3hWFPCEVKCSLi6XSCS0pUO0TU8Xi8Xq/xzJHtIFdMKTGwXLhewEVIw0KwwLEmk8lisWCMIfXAhAFqeNwFEoFyNEo5djI2dIxQpafqEY48eIorTDwkZAeINnmeQ3EPsDBqyASlIi/Fe0zoDupPFzvaNvZjU6FL4n5LxImkgeKieljCmZPxA8xMbR4cDBfb4EAl8DxTXwFGNZ1OF4uFiTPli8ViuVi/vb2BKY06yDl3OBzQ4aCUopxO93hzcwN2gYnaU2XcFf/6+to0zWg0on/yR38Y28oaT229Xi8Wi9fXVx9/UgVFCJGSY64iQVubzebp6cnFqVn4WngIpZQxDjoICSCyA28rRw4An73ZbNDLQvTAc7GRHgUfb6MKTorD3vtz2yKS4y54XGmQVqOlh4ViMi9zPBQ9qEUNeyQHED/y/ZGSaa2dC6kvNMzsQMS6KBJEgUMPX3Y8bEDdwMvoug5Ff6oZsizT2kLAYr1ev76+brfbl5eXtm2RaK1WKyjkJZbCw8PD3d2diAITAKLScUwLKA+HA9h/Ik70e+/3xy0+E9EPkAaEtsCYARCN1vloNLJRBZj8/s8oGqeL60DwiOpLm6oVF9ffIn9OHgqHm8dB+PT7MHu4bCgCIuuBhQ/oUVRLkHGHEa4HTwMJdtd1iHWTyQTwQQgBMBJySwRJ3Fc6RYAer8EhFFapE7NarYqigC8WQqxWq+l0unnbwXqBYuIoopzGMQNCg6USOLqoQU6nk5Ty5uYmy7K2bbEXVEo5nU7pv/V3/ulUd6IsTnoBIdLNeBSewX2iGP3pp59eXl6QSjHG1us1UNrpdIoCF2NsGL/wcc4F3C44A1xi0zSYm0zYRkIOaNR+JIQAJ8SL4XFO2Tk3ns+RyaRuPmqMFLoh7pa64YfTEBuzLONcwDCwRkfwAReF32IMOtwUHX8cfRRIuJGBHXa54KqQSi0XUyklY1xHNS4bBTPzfNigCg91Op2en5+hBouKEazUdGtV3MuFk4fPQcaBswXrwhtFtw2t8NR1UErdPdycTifU/Dz+sDhmDQ8LphG+zphhiITG8R9cDKhONlII8W+dc9DJFlHph0bh0NVqZaJupb8ioOOMpeQowUXIlgf+atTndc6RyI4q4r5KRHggH6hjU3IohECbChwMwD/Ig/DEYIEhrs5GvQc0ro1qOjhs79+/f3t7u1wuyBSSXxiPpmhmxESPdl13PB6BrEopAd4aY/CWAaAgjaqqCmHzeDziReMh03/0d/96FVdVXV8HeIw08ipRMBBCoB/eNE2WZXA2+DHG4LincA+qZAig5wsShWfSfgigHYkAxQbW+TBUmqi68F5p4NVHHj3SpGNd2yutZRnHUgaYIc+LuLULozcykyjcR6PxEBvzvKqqtunxNJumoZSiJ4GmHU4eXB2KbGRiTdRZkXEhIed8MZ8g47pcapQlctjaTfu+x2jiYX/69a9/fT6fx+NxlkskmSmXwy3M5/NUICDdBXMKPSik8X3f//jjj33fo6ZyUcQZ8QRJY92eAb2oqKeo43pq5KUkbiZBJsaoTCkujQNKCQlPHQ4Wub5l1AWGD0VWhjCb/gSiQUiyUM3CEuCdAeah0YJYd92T8LEPlMXlJSgNRNz+C1g4RDEHIcTNzQ0Sb5wKVC6pqgfQgAlYFxX10YQQV0JhOuq+Q7YvDUk4G/q4nFjHAUvEcOS9bVpwEGEL5OHT6dR7//b2djgcvPe3t7dIP+u6pv/4f/svIk8A2zM1ZHGt4mrRCn7KUYWUDHhDqgARdpIFosrKskxwGWKfEKUOsG/M1yEQFXFGxhhT5BkAABbF/4DdoeeBx+Qi+TCEcKxrfHWig8CYv/rqKxb3MwK1A9rRm76qRokQAxy4bfq6rt0wHyCQFAzIu23RC769vRVCIKMDXJ6uH84SB665XODdKWWJk2Ctr+saFPmnzy99369WKwTYalQk6BLuAK4ti/uJQLrHy0aqtlgsKKXw0/iKruvg15IPYnGG9enlU/IRCKF4nihy1NUWrQF+IwJH3MeRUxaXigPiwxuRV0J7iWVqruZ34MT7voe/xk6hlK2QOG7qImUn2byPUmCDX45628n3IflaLBaJe5DYrZRSSvh4PJZS4g/RnQKwlEaC8jjRdzwe3zYvQAcjJ56jdLfWpnQUmSTm4rebPWpFjDWB2gXfl3qDsH8TdaWA66AqQZTOsmyz2SBOMMaGChIJFUKiMQaoDu4wNRvg9lDKwwl579PqbJAYUIkVUZIZDxTzB3gEXde9vLw8Pz+3bTuKqz/wxDGtW+RZG7elXkP5wKBgh7ArlBOziDunH3gEgKswY8RPnLn17Q0SidRc3u12+90RhjebzYRQOKz4yXL+4cOHyWRyuVyen59Bp2zbFm8XvFMV+eJI4+0w5j8IRjVNo7W9XC4//PDDdDL/y3/5L08mk9Pp1DQdYwKbUhJuxOOiOCQI3nucCTx88Dm+/fbb3W6HugB+Fzk88GfnHDJqZHHL5TIWt45HWYPkYYs4Q5wALc7U9TGCXSFFRGqakqhUR9mr4b1wJamOQwnuKJYcAY3DqUWcTGCeibqyqQbBH+bxpCJq4RXDG6LRMhqNjDFo3jw8PFgzhFZEfhJ1k4EM4QqRfAKEZ5wkAjd6MLjH+/t7sKkAsBVxmmQymbRXOm6JEgCngJ/U9kR+AX8NFjRSQoCugIu11vT/+D/97+DdpxZTQn5T2gmkDv4jUJIYxoBnnp+fP336BAAd4RF3i1e1mC9RoIO/i95D27Y3Nzep2cqjWitj7LDfoT2IKqWI6+Cm0yk6S6kPgRdQ972Ia6twXOD1McCiIxszEZfXtzeI1egChRDyrEykEykzOHtE+BBClrPHx0dCyG9+85vX11e4EtD5k7YAXgMsx/SaRUnypmmhVhgCvb+/n06nUmRIfsCYkVL6oFPT3F9td/PegxmXbK+Pi0pQioDeAN8hhPj48SMqcOQgIs5D1+0Z7wUFEoj1QMVM3IeFH0TRTA0NMYQdE5lSKXu0cVFRQtGQq8M8Uvzsug4kZAy573Y7KWX60gRm0kgJglWTKN2LPKiu67IocKjgTGmc10ktmRDCbrdLnz8eTZFWJA0UJOpomuOc4/2iIUdZmM/neZ6D68PitAdcRqoLUHcopZq6AyqDYgoxWUZlhpT3AphFNYGQM5/P4QsSJdBGYTH6p3/8N2icl4HhIjgIIcCBwvwRnj7nvOlaAD74BWhpI9lwcSsAYCJ4Wc5EXdefP3/+6aefUL0gyifHhlzOe//09PTjjz8ySgghWVRVdFFoFacQaS1S9iFBCgE0dnSrU1nbRV0GtJvxryilz68vwCGQ1lprq3KMU661Pp+H8iCN9u4Pr4Cks7iWHVSVEMVncYa6rsMBIj7g20+n0/F4opTe3Nzc3z82TaP7YXJKSog4WMbY7d0yHUoXBx1xpyQuIMAv0EgkSjxjvGzkUS8vLySulDFxfyVjrKgGnDlBkQBgUPDgoPg4Zl2WJSVDAZK6efRqHyAck4gEZRxlHtvIaEGhyHx4eIAhAfbEmQMgActBlYvMVsYZHxdFARPGWOT5bDZDsgdMGFERLxTpifcecLT33tlBvsh7nxoMqFGRvoGiDLSmKIrRuHRxDEUpBcY58gsgNy7yVYDN9N2g7omHA/ZlarzhaWDlM1ISDJenwM6uthqzKDNP/+SP/jCNiuMk0ciDQUIIO5Fx4f3hcADpkUS9ShKldZEBz2YzMG7RIfj1r3+92WystchJcPJwvjHhst/vP336hL4NpXQ8HhLUEPk6uGKEU5QlyfVKKSeLFQJ10zSYBIXh4Rnh0APPBHjNqEphE421EJX8cKRkFGDe7Xbb7XZcZfDEOKZoPPRxJjiBnzT+nOrzZrM5n89lWeJk0LggFZ+Di0/kpLrufNQatleLhwCyCSHQHUHq3vd9Phq2waEzkTpvmLsVUQSp7/vJZHJ7e3s+tM/Pz845qIklJ4V7waNDYEH06OOgOowZTUulFAoNnBseBXIIIUIwBAF0SrMsu7u7W6/XWZaBY5RAncEpZCUm3UySJ+cchp0SAQBsOANFmSHYprwdaQKYxiGE1WqFDs1AFZjMcUqBqaC0kVIi4cRXpL5FURTwGiIOASI+41SAPpE6rsDtblYrEHexZw6UIIAj5/NRCHF3d1dV1eVyudRnQkigAs8qdUoAxtzf3wPkOxwO9D/41//WNYcgvUghBObBcI4ppcC44sq033OEKDDAH8f57rruhx9++Pbbbx8eHnhsxMFssK4Q6dbLywvAogRI9H2boDk8dLQN4f77uDEb9dhkMuldwNqZPmrIkbiaBk6XXsnshxCMjuul4tYhVIBkmG2xaTACdfO4ykBbxYwCWjgIKYnxg5bR8Xg8Ho/aGWxEAj/jqmkeEgMJMScMK2sGXRP8gtYa5Cx8+93d3Ww2g90OUbe/3N/f53kOpVb0mpGa+qgjiOXK1trNZkOcYHH74tvbG7osSHFR6oS4PgHNZWRZ8PGYW23bFnOAYJ/A66s4MmbMIACNhAjDtfCDdVQ3B4ABsqW3ARaYx43wCcCA30xPCS/ofDlOp1PgFCgrcAZSeEDPI5HynA2g1EFNNJXBGIPGISniqnpA+joOMam4CgpAKEBgZMJYmDkej50xu91utVpVVfX8/BlFGZY7jMdViueEEEKDc+54bmik3Vhr0ae9ublJ0GjXdfQ//nf/HgAVFIQyCSLFJYmp0EyGAcPLo8AZrHQ6nc7nc0rpTz/99N1336FqQiIBByOEADdNa52ILICq0kcZYygNiZmRIGPA3GlKAyEUqc6l0/iHKU1CJE8dfB31rWGi1qT6maQyBgGwiTsxETxh87liqD+xAQZeHI4ZSJLWGjOjOCL37x7w1lFUmKgRmPp4Iq67ABuzbTXqFkQzFxm8qOKQ9qOyR9W0ulshiwN+i1OFCbK3tzeYJdplYGBJNjRIt9vt29tbWZYfP35cLpfQE0KOyoblsheU+rDhEAIQbCQ+mO5F5objDnTxeNyDtgKSXUryEVjwoLz3OFrOOcEkgG5oCGBLJvxC27ZIZYG14lxd6hNjbLfbnU4n+EHw9Z6ensbjMYgNqX4bjUaMDp13mHQ+DFKfSZxjYHHxOKwd772L86gJNwLi0Pf909NT27YQ1a7r2mqNk3A6nbTu0KjYbDZ3d3dZJtHwQKLhg6vrmss8DUlflwMYWsCDov/2/+y/C4tC3xzTnEopcBTh+AfFzqJAXgcPh6YZUBAppdb617/+9dPTEzJSWC/yEMDxyNTrun57e9tsNuv1OgUuJBJ4kYwNI94kalSjwtlut+v1+v7+Htxu6NtZa3s3aECQOJGNyAmOTupw8Eg3J2GQTA5RPAJOB6mUjOo1yVRMXyMTBslGRXEEVDXoc4LpcnNzMx6P96dDGp9J6AW+Ef3c1JhCZth1g44YsnSkiEgrcI8kDjcDrjDBpINljEHfVSn18vICwAZRgsSlC9PR4vn5ebPZAKN/fHx8eHhA/OecozBLvtU5h72OqD4wspBgbXTPURij/Ou6jtIhIQR7AecMbxAxENoWINz0fU/8AEDg8zGDlppmIQ4GJN4FF/R8Pr+8vFhrb29vMbCP2Yg8z1Nr2sRxde/IdrtFRyFR4fq4wp3GPXMqDtRCnwbVICEkKXGMRqPtdosxQpgr8rjgBknOoig4p58/f+77/v3794wxY4bxncHgaSCE3N6/Y3GfHDJSHAAARUPH/9/6O//0MBPEOexqPp9jBAP4mI37NJHwIFIn6ScfJ/9fX19h5Ug1UZMg8b1cLpA5gRMFoJf6fqnFhIbmaFKhQErcThRUd3d3+NK+7/F0EF0DFTKOPgohUuMI2TzSxeSGjTFxU/CXDbgJGZdxlIFeMXXayxk5RqL8Awvd7Xbgfy2XSxR+YM+0usPpwSlMfVs8HKVUE3UoUEm27TAcBLgVNY+JapwhBGyPBELgnOtsB2iXc353d7dYLLqu2263eEH4VyIuLVZK6dY9PT0BElssFskYLpcLjinStgSnoUESIhEK5xt7vFgcbkDrEgFwuZyndgXSMOQX6SGnDB/v93g4II9NNSTCMtwNACQSN5ybOJJmrYW7adsW1enHjx/DFY0kUXl0b0EAVEohY0dDGJaQUH0Vh07ats3iBmhAPrgFxFsE2DzPU1DRXWejjNinTz/OZrOHhwcoIBZFlkfB3xDCaFxNp9O2t+htoqaro9QIcHU8Xvqv/LX/Gsg7Dw8P6F3gEeODQtR0opGJTwhBzz3V4qhNMciLKitNxOFlA0hAzEz593K5TLqgWKyNmnC73+grlcQUBD5+/AhuJCxZxC2ts8U6jyPhmDeDh8Zpw4FI4c4559zQDhZRCvI6TiIFgnMdOHfOkrhEPjVn86jqm7JZH6VZHRk2q4arhVNInnHCuigSNQRwKlAkCyHQv0qVDNIYQO0AGEII+9MOXYrFYuGcgzWuVivIigkhbm9vsywDTjOdTutTh1gNVg2qR2TLIdLfkPSmshM2gMIeSRraGwAVUDGiIGeMgVGUEGwZSbxw1qiCEISBjaH5Dt9aluVyuQS3Cy1EgEx4Cy6q5SZCMvBV1KtwfDQS+mxkFEsxbFkFYQtYQ/pbErlZLnJfwRbE4QFg0fc9+JipOYH0EjlgrhSq/aenJ0L8H/zBHyil/vzP/7zrutlskpoZZVnmRUYI2R8vICTBuznn0A4AaIS3Rv/R3/3rDw8PNzc3fd8/Pz9DJEZKiXAp47CPixqHDw8PwCFBuc6yDHzuuq6RB6IlIKXc7XafP3/WWqMowmeCfTIejzebTZ7nqCQh0IYZVqEGhk3qXOG9brdbPNwuii9gX8poMu37fr/fv729ARqFC8BLZZE0k7rMhLBkhMnwQLZar9cQHUiMUOcc9UP6gdRAKQUZzy5KAQBoYZHfk5U5iULuPMoi4fQnTkkW9eBCCMvVLWyPxL3qCIPv3r3DQQREDBpglmXa9WA4AB8GULHf7xljmDFF9EDkvFwuZTZmcQUFiJQiDi6CRQR7xil0zt3d3QHlwu9kcTsvoCMUWovF4vb2Fp/QtjVsDy4pOSDUMnBbiFdt226320wpZIl51EyATV7j3vgoFEd5nqMRl9ApRFTkq+FK6hanxRqfQOBhDDdKv6Y5D8RMVEOJ+JXmoZBZ3N3d4awCFtput5zz9XqthHh+fj4cDo+Pjzc3q9/97ncvLy9gU1EaAJjjgVNGjDHVeIYhIdSWkKVCe2+QknCO/uof/wOQXcBjAl9MxyUYKMHhjPFYf/WrX+FtgfmFLhYhBKEM9wBuF44Cqgt7tUUwhVOInaJ1nsiEhNE0jYHgk0awU2QWcRO9lPJ4viSCCK4TL2Y8Hl8T+VI2xZhInQ/EUjj7d+/e4V6AVTZxE3B9OiZe5Ww2A/sRZE4ed4zouPdXKSXzLMSNPOh0gath4x4bwDkpYdNmUDFyUX0EBA6Ushi8TEdwNBplRZ5QOxAAkeq8e/cOv5yYuviuw+6YajDgnyEEbETFA4GfRd51c3OTZm1hUchyYQ+AK4CppqZOVQ1D4jLOeeKBrNfrb7/9llL6s5/9zFr753/+5865n//852+vr8gOUh8YIRTtb7hOtNSRtN/d3UFNtK5rPJx0L2iK4jLwEoUQm7cdziqGBPD801jtNYCXIjbq3tFohM4QnidySBunDkBLFEJ899vf1nX9/v37u7u777//7qeffkL2V1VV37dwi8A+qlF5e3vLZb7f75P4IF49Y+z777+31qLNS//0j/8G3G1K3kL8QecgzRBg/AmVQBGl/kBTwOTiy8sLCOapM4Z2Bb1aSVUURdrWDaSxjRryMLCsyGGcXdclISMWx3ZSf9MNMmdH67+YZfKsaOnAs+IuQIRvmqbvzTUIjjiAERjM6SJedXFTDfUOOSEyInzv6XRKyA3i3igqcxM+CIVgNjd11XFMs7iSPjGwGJeYRoP4ApwCMjcWV7EjcYINZ0WOwgPxCmEBHQjYQGqva60vlwunw8QdCD3sSjAWnmu1WkFGMTEEELeVUpCvxrjM+/fvk94XEn4hhFLKOZPwRuR4uIXD4QCJZzhlADCr1ep0PKL+R5YI5yWE2Gw2cFVo51prwSLEHj/09PMogwS0AndBCEETFdld8BTAL1LZQZiYc6QbMC3kqCkkgnGG9BgeB72idEgAn6CjVmTZN998I6X8i7/4i+fnzzhycJTr9ZJS+unTJwC588WMc348DwttYG9ZluF4gL4PiJv+yR/9IY0/yQ7h/0Bk+fTpEzb9wngAghlj0KkDVYUQ8vLyghRORvovPByKHDhRXDHgNXjcRIqH2y7LUpUFTAiaFziFNgr6Iy9HCxj4kPeD5H4qcxHlD4cDoDME9sQjwRHkcQcG8jRr7adPn3CAUt8Cl/14d4+SHbQmFFE0DuMgggH7GTzlD9/D4/pI3EN6tlgsULpcY0Leex8o5xyG1Md1NPCRib0J4GQoJPou9buyKGSIZ56KfvzAu19ONY8aMMjt9/v958+fOefAaUxc2AAXEIZR44ALAN52e3sL6kl3taQJAXyzeZ3ElfcujtX2fQ/DMMa8vb2hRIenIMGBckQI2Ww2mAsBZyMRAFEPy2EebVjMzK90GeGO8ZTQSECnLs/zjx9+9vz8jC0RsEYkAp8+fUptiYQwoVrGgccRwrQ0vBIy2Mlk0nUd+NZ3d3erxeLXv/718/NzURTjcZUM7Kuvvvr06ceXlxfvPSoRH1wIIS/HKYTA/4K2CvFlOAL6D/+l/56KMn4mDu/CW+z3+81mwzl/fHy8vb1t2/bl5QW4BZwcIN2EpKdYT+OyDsCnSBXgk+Bj0GMgUaQgDg0xxtj3n34ikaPor1aXJUQBXXiQD4QQ0+kMjw9JNRrrqfiGISHysEgBq+LqL4Q1PHeA73jZyGDBhzbdQEfSccgrPVCQGRDEMIa73W6p4AjsqZWcyqp0gGhc7u29z8oKoDQCNT4c/9HHBbRVlDnDD7DftL0Mt9a2LWbYAbKjZ3s6nbwNX+ola1O2ibOFF43Qmi5bRJ4qUgwE22svxqNOQtu2nFN0btDdBqYwGo1QZ6K6LssSS0dOp1NV5vDOcJck8gcBmcBZIPXA1fa9STgfvAx4Wsju4OXRrUHjYTqZY7I5Tfeh5YiuCY+tb8Ak0FN8eHgghKCNPhqNmqbZ7XaJYeMik25A8tsWkA/nnHMqpZzNZsvl8qeffqrroSYihBwOh7ZrpJRZMUqIJnJgoN/o9uF+6f/1X/3n4c77KHME14i0M4ntYsQbqekkrUx7fga/FAVuH2XOQpxAk3GiL3Vg07AmkhlEZMQ3NIvPbYuHlfCrdD3w+ng0uHn4YJjoJQrvIzVKSCNKx3T6P378aKOca1L7hMHgcedxNwicxeV4IpHaL6NIETwCqhpkfamm5SqD+xzHRRppEjKBtCGKyhRFoYq8v1pAzeNaYgQuJE6IUan9wCNFCf+Kx0UowO5xXsGEXCwWx/0JITrV3llcK53qWFDkUPQCqoG/wBNG+aejLAAKOaTuXdctFjOktTgnmFGGXiNyP3TY0Uk2xljTo95G0J7NZsARkECCSYN3inqM0kEqgUSGFnwl/gNorbvas3vYn+SVbqKPSlxI/MLVxkUcVEwL+UGjVeCf4JORXGBC4vHxseu677//Xncd7Kfv+8lkdH9/H0LYbDa/+93v3r9/XK/XwJ+MMdWoLMsyUAEpIMYYvAYQ8utYQv/Pf++/D/DjmgAupfzw4UMqeXG80EJEBoze4PWhh30n65JRxQzxMLUrdJSFu7m5CbGtqaPivfeeZ1nK3eXV3kYgCvgnQghEM5D00rQBfAR66GlMM1F2sqhahwiPlpGKy9X6vgdUi8Y0TNpam8vhLpKx4fE9Pj4Cpdzv90jFcV/leAJHDkQKBWTbtjg36einZPhUXwCohMieg6kj40jjl84NG+kulyZBnW3bAiVGFKriIgfO+XK5BNRRFSXIaJ8/fyaEAFjCSCQgeMy1IA1BggcHgVIK3d3rYAibrKNkPSEeJo3ObSrLkYqjGkfvAXe3eXsxUZuLELJarYBII0QDGoW98WE7xRjdHYSyFFV4nFZLPUAgrov5CtCav9qFjuiH38Tfpo58aqNPp1PECZwuxHBCCCjaCB6MsUxKVJJKqel0DFrIdrt9eHgYjUq0GPq+X6/X65uVlPKnzy+4L4y8Is3RcfUtVIvETz/9hGRASgm/i+tGzkPiNGQaqfrNb36T3LmMnFc8AhbFVwb7ppTGIYM2ToKixwhAKeH+IHkAP3zZbpGjVlHYC5eXji9MBcjhd999J+M2H7hPdEFALkVCi/dXxMn37777jsZlMqkwwD2mvBEaWEC6JOO4QsQ68J4nk8l6vT6dTgCrYN6AuQHf4ZbrqMos485kFlevobn//Px8OJ9clMrFAwdoAadTR/WaPA6nhsgukHGgG92I8XgMgbPb21spJSrqlLAgMAKN8N6jiQq3AqAbV3i5XDDXg0wSTy+LSqF4lSYuhAuxV86j5hKPAj+AajC9jloa34sODW4B94iiHdEJxS08O+JhgqYS2pTQFHhAGjVL0X7APcI34cJQBeDp4bDhaedRGxYpHvKgVCJiI0XTNDIK2728vGit5/M5j6QOa+3r6yvwNrxQUAU553iGyM4ARMNRpm4kECDAb23b0r/3z/7XcekwyoSOwmZQAODPQYtJrgVvgkRxBBZ18lIbHTaQ2tPgl+DZhRDAZsCvJXaIEMJQMhqNwEsGQgOcCvTf5XLJGNvv9xicCyEsZnP4XQBr18xGGfWm0uzM6XTKMoVyEfEWSTyAOMj1ossMTuD5fM6EAvUUrRoQKWUUkkK2zCPvjxBSd30CmZEuwomgmsXFIF0ckGvB8zxPK7jwLhhjaT4YmAFOSdd1hLDE5oHjS50GXDCat6hM2rY9H0+Yw7q/v4dxSilvbm5SQxipFw7cdDoF/7tpms1mA0OiUdUiFdg4OvDay+UcWW4RpdPwr2ScTkLGhKoshJApDtYBshKgL1DZAByIZAp/FUIghOOY4Z8jKrIojYfSTsatTH3f//jDJzhKtNRxnQn9RsKCbTmQ4ZhMJmjZQ36ujWPHwIcQz+E+8LRv1+vkjIoiA8Z7GfYpDZqxeGLGakJIOZqSqFiHMWI4oOl0ihlUay390z/+G/z3R4fwXpFSov9e13XK3+iV/k9CYlAGpK4guJEmMuiRpxVRYSH1phP0AseJG1CjYcmuixoKOLiz2QyuGskbWD6z2cxqg9OMOJPuAl42yzJwekIkJXZdm/qH8GHwPq+vr2maGfEB54YFWg076ytjDNJmmP0liuGuViskNvv93oYv8q08jo/gAMGRQ70LhzXP86wsUhhHnUmHZbo7lGS4KRFXF0OrRkctcO/9dDqFEjGOAjolKPOaprmczhjghC+DmiNMjsXxefBpkMqez2eklHhZA6WDUhnFV7que3l5OZ/P8/n88fGxbetUtCfSH+DihJbjHMM1XM4HhKbENUX8l1LCOCFWkCpnrYfFe4gboF5hsgSvKTVO8HWU8JubGxRNfd8jPIYQPn36lF/NJ5DIWDqdTiA5YJ0RJmN//PFHRGPgiDiuwIdGZQl50tFoNB5XiX83nU6VGtwE7roocymlyqskpgi/nMctA5vNBoMTIgTCueCDSIGFn4CrQBW337+kAsBap5T0kaOY5/lyuUxJP/JAlA0pCODGFosF3l8TNUKg/4XSHIM/OMSHTyfvfc5lVo6quPGDEPL5+x+RN2ZZ9v7uAb2dpmleNz92rXYQrgskeFLmWVWNGWOX8+X16dl7L4RijHWm01oXOT/ttl3Xzefz9WophOj7bn8+lUrWxwNKvkJKlikgMbP1PYxndzqnsAzGw3Q6fffVz4BIvWyxMo1Z7ztjU3Myj9um3t5eTvsdyhgp5Xg2RU6xvF20bWuDUXlmjHndvmptpZTvv/roPXGEMC4ymVNKjXOd1hhCR06YZdnNarWYzRCZOZerxUxKCTm9cTWRXJ2Ph7LMJ5MxEn5rtRBiPB7mepBNZJms6zO2zy4WK7jtRDeDpgEeOJiDqOWklJfLZbmY6bie2nvv47LKtmmOhwMhJJ/PQwjHwwEhW8q8aY6EGClza4MxHrzZ5+fnPB/2EaABFEKwNnAxKLih343M+XA8G2Mmkxny7de3LV4c4M1O9/1+GDq5NLU+7L11oM43TROiNicws7ubxfl82r49KaU+vLsjhDw9fdq+Pd3c3MwmJSFk05wkD/f396hdv/vuO631crkEwvfdd98Z09/crBBm4BlRCEwns6qqjqcD8cbb3lOvlMpVlmVKcvL9737LGCtz6T2n/8//9b8Az83jkDtaeeg1g8SA/DUiNAFQIZCDPM53IdCn2K2jTMNf+kt/CTCjifL4+Dpk2DBO/AlCQdN2aG9A/IIQAiDORNUQZL+cc5R/1rVKKfQ8KOVoPXtPXl9fKaWciQirDEpWT5+///Dhw7t371CUws+lYQsR+fJ5niMQ7S+DGipcLxyN9/7h4QEIBFStRBQUzssKoU9KCXjm5eXl+++/Px73qRDnUdeIMZaPshCCs8PubkrpaDSBYZflCAweiBchipooRAvSBuc8OIcSZbfbmV4jvOD3f/e73z0+3mL+EDT9VP8jdvFIG/JxAet4PEU8xPWjB1DXdaqBtdbAftGebepziCuZUiMHDVvoboCNSCkFqQMVIAL+fr/HtyDUJDAZfXOAApvtPsQFLEiXUJ1+/PgRxBR0XFjkJ4YQwOVCqoK/FYzjhDPGWBTUwQGztkMf7vb21jn3/fffn8/n0Wh0e3uLapYQcn9/f3NzgxZdiHvmAB+A1YAiCyfEx1HMoeg47JDIIJACSt1sNixuPeKc0z/5o38GcBBaf845REkgSDzqJqVuW1kWWVSdAUwKxCLhqCmRQPP9+fmZJeWs2BwDNFxFXSnAD0N/cjQWcYK+iRqHAK+Q2KQYi+s5Xw4iSsjgXznnCMES1jJTeRfld1FafPOLn2H9Kh4xvAOqgtRTKaP6tdbaUonfRO8OPT1gS6j7IYaXZjjaXiMdApsczkhrLQQDnHB/f6+UAuxRVVVgASUuoMv1eu1cQI00mQx7zox2yJMBGKxWK8zR4ZFySkMInz9/Pp/Pi9l8Npuh84lKMgSDchFsbLhIQsjDw0OI7Hw8apyV4/EMe4CTQuCtqgrbUfu+x1FB3VtV1WG/JXEQHJinj5109AwwMZi6mmh7vr6+Xi4XjLN1XYcacr/fg+2IeIhDBVpf8hQyLupLHSxKaRrsTCPL8MuoU6y1jFAIXoUQyogkAdY6HrcgLWCZF4g+7969a5rm5eUFPa35fI5IQKPWMLJouFRUSSZuSsyiDApcvPMWPQUfdQOA5yOGoTqg/86//Ie3t7fz+bxpGshMIAi0V/06E1d+53n++PhgoogY5CQ45+PxuK7rBLunRjmKCh8Fs3HbMeUYxvnbOIEGU5/O5qgb04wFUGwWxxGvuymc80BsH5VzKOXwqcA2jsfjy8sLEIjVavXhw4ebmxtvHWzSRHVj+FcgY+O4OdQ5B9s4Nh0qIuBvNOrx4JmChxDiUIJSygWC+j5ECWNgs0IwqLaB0YauEWPscD4ALcRlKJXjeCmVhzjx2LU63fW79w/J3eCf6LbDgrrpdFoVJSJeqjpGoxL8eAQNrXVRFKvVqo+aACTu6IL9FEWVoG+YDQrU0+mElgmeA345z/NRVZi41M1HigVgBZS+6KwghXbO3d/ff/r0CU1IEfWjUNoA3F+tVpPJBBiGtXY6W9hB+n0QvMC7+Omnn2TUU0LHFTeSvCGGmJG0F1kOtJxSWsQ17HD6s9kIbS2I9KSsGy4ec8NA9QB7Oue22y0yUiy9eXl5wQtFD49zjiYZ6B9FmSehM5A60T5A3YdTSv+TP/3XoNeEy82i3ANoSggUQghMtU2nU637p6cn/D5qcdS+uPksCgd1cYkslwIHdDweo8+B9BXlPmwVyS3Sj/rSXC6XFCjAjMvzHELxadIntW6F5KOo5Y7qP4TQNM3b2xtK2fl8/v7942KxgG0fDidcTzoWKPSRMAAtQCKArDiwQUwJ3vdwOAAMRFGRMDp4XKUUExJZXxGl12Eq798/vr6+nk4ndCB0XMO6ul3BUFHHJvRvOp1fkly/Hmi34/F4vpgCAkUsstZSHwCMPT8/m16n1qJSajabYUga2b6Ia3RBJYH+F54qsDFKqTEDJc3GJc1dFMXBZDYgZXhAKWVZZF2SrCcEZwbnD8gk0iu8bmC2y+USAwoPDw+fPn367rvvklMACIdwgbDpPAG+AvikbVswitEThjekUWmXEHI6HZDWgsiV5/nNzc1ysfj06RMGpp02aWZFSmmtTmu3AQ4jP0IpYa1FCzo1M5FhpeZh2mWPX2BRUhUVOKV0Mh0DJdFxiA+j2+/fv0cY2+/39P/0r/yz/GrkJ7kxHScykMojvrdt+/r6gkIRLITUV8R0KcBrd7Xs8lxfyqhogiOOiQ0eV4pnUVgNgW633eOZqqhLi0wYJ8/HfeIpI0etmDglbdvWzaXrusVi4ZxB/pBfLRh0LhRRvRyQFxL65XKJ6h/Na8Bu4/F4ulgnjkUftbBk3ILkomA7UiZrrScDyTa1ecCTcC5gUg7l2WazmU6nX3/9tSNuu93i1eZ5Dq5oanIADaaULuYrxJPT+ZD6mSB5j8theGUymQTnAbilcs57mypAfALOTR6HMPEq8ftd1zkX4OlxziCcY639+PEjKtXT6QSvBC/WNoO3Sg3DNgpG4itcVL7LrrQzoVLx+fNnNHgA/AAiBvMeOWcIYbPdZ3EC3cUJQ0rp3d3ddScM39s0DURMgdMsl0uM/HvnkAJQSttLjVZ7RE1/PJ/PeZ7f3d15719fX4UQ9/f3gD0T/QBOE7wFyDu8vb2BKYr+MwYRr4VUBh8RXBcnSFGLLpfL29tb7F8BdZb+6R//cwjNLHLh4V2QfCJtBbPu06dPr6+vWaYS7A5TQVzq4npk/KDQJ4TcPz6IqBKNnOpLPUopj0IyaCgdDgcShmWj+CcwafwTnGkEJR81Aijl6K1jurRtW5VJpA3IxBhjTXNp4tJs74bzDagN6sjgWwGLAliXxTWUm8MR/5bHtTkIgAByXFyBgsxKa12NRzBIVNogyjRNo7VFI+Hz58+U0g8fPpRleTqdHHFCCCkzfzWHOpvNnp6eWNx5qpSajAfZ9ro5px5mVVV3d3fE+dfX12+++Wa/3zeXGsacVnMWRfazn/0Mo+tJ42w0Gj0/P8NpMsbQv42jJwO3llL6+vqKsU/sA4RsIZorKu5X6dqaRSo5HeTGLQKpiprI8OYok9AOQbbf9z2yPlQ0fZQjQc2ClLvrTRlFLjFdMR6Pp9MpJphTPxZ/W9e1lAN3t6qqx8fH5XLZdd3m7Q1jgVpr4r6EGa01pcPmOXQXkUmh/mzbdjKZYHb022+/1Vrf3Nzc398DccEG2DzO9cP2bFQGSHnQ+XLy8QeuCtjn999/T+JqFvoP/6W/ltAXXBz+4/7+HqggYImUsRgzgL/pkOHlpVhqIit/KKD9sDYxtTvx+X3fgz0Drl0bZTATbzCFUx8X38CDgpp8OBw2m01d16fTJY8jPFkmAQAQGjjnTYOVVAN4zRgj1HsrOeeYkeGcp+lkdA5HoxH25qTejgkkqcsgVuCgjMdjzLysVqs8z5soFkR4YIxV5RitKgCDk8mEUv78/Gytvbu7Q81zuTQhBFWoRA5GAETIRUIF8A21KFKGt7e35ATRzq3yIs/zt7e3+XzOCEXsQjqd5/nXX3+Fy0P2kRpFfVwag+iE0+OcAxqEfB5dUARMsIiR0usomjibzQ77LY87A/u4qj55c/xcl4vL5XK73SI5wudYa0G1O5/PRVE8Pj5KKTEVMZlMpMrxsSFqgsHUMXUhIhUzwQpPT58wm5a8PCEE+9VA+SjUkO4iZ97tNigOZVwCbeLuivV6DUmbt7c37/3NzQ24ltCwFpERCVuAU8CdAibE259MJrB2UHnBmnx6euKcA5d6eXmh/5f/5T+PqAXwGnkj5/yHH37gcbcBohBId0IMdGG0tuGSIaYAL0gpLeLKG8bYbn9If5669nme397evr6+fvvtt4C/Ab2EEJ6ennwU5zJRBgI5p4o6EZhPQ1yaTufwr1VVKSVQ3W22b6+vr5QC2BjmJ4QQXNBxdQMzhqyoi3q7h8Phm2+++fjxI5oiSEG7rvvdTz+u12tUvM/Pz3joo9EI5EwfJ/2RgXDOmaQwUSnl8XBGvdd1XddpEANCCHXdIjuaTqfGueVyiVYY+rmbzeb19dU6jQOEYgyHw3t/OOxub2+994kTOypKZIyj0Uh3faqaMGWW2IiokJ1ziPawQPgscEeQKSEdBbkUgIeMC+uXyyWkT3CzlNLz+Wx0h9cKN4qQVVVV3/cgAKDogI/rrtSNrLWpa4IGBtabJWYCQuLxdFFRm1RFOVkcBhRjQEedc09PT9ban/3sIwIDHoiFIkZcxSeE+OG734G8pZR6enra7TZSStgb0FScXoSEl5eXruuEEB8/foRDeX19RaaD7Lrve8xVIxsCHzB1rVJbATVU13Wvr6/GGIAC+PHeiyzLgAtDs9V7/+OPP3733XfIXCGWuN1uAZpLKUejCm8lgftdHLxAniMjBRzpWWe0954yKpXCmeBKEs7+P//f/6goivFsev/uERtOMOmIoeYUOeH1gQufz2dMW18uFyQP0+l0s9khFyrLfPDTpn97e6OUcj6k5lIOnEYhBGHqZfMGsHh/OqYdHf+l/8p/Gew+rFtET6Lv+//cX/krfd9j8wHwKsCGdVRux/tAYRBCoIJgPApGotQAdK3XazLMJQtk+MClqqpK2TuSjtQlr6oqL4ZhC9x+13WTyQjGT6JQaioltB5AVFg+shsscqVxkjiljinvgi4Bkt6u65qmSyUTQDy0CmAhIHbCKaO3pCRH/pkAVcTzREnxUdoYSDIMBlmMj5vfASah1E/9ZISjoijg6dItK6VAkcGEFx5aF5UHKAttV0spZ/OFc25/2Abibm5WTdNsNq/GmK5r5vMp5/R0Ojw/f358fLRRbzLP86+++grYIUYUQMkA5gkhdqRdOE4+buCAE0ntKHQLU1qHqSOM2rVti278b3/7W7QKOefi5eVlvV7f3d0xxn744QeMe7579y6xn/BSccNCCCkHkru+UhZIrc88zsj2USvNR5E5QCypDkE+g+ujUYyk73tOqI3DmokcBwYtoDZ0XeCWuq6rKjCzaZqOoYyg18/YsM2HEGKtt7anVBMaXl9fkXo1TWONXy7W9/f3s+ni7e3t06dPCde+u32oqoqxodBFjoHSAkgjiRptsBM0LZ5eP02n09ls3jTNjz/+6Jy7v3v8xS9+0ba9tdbaoWkhhPAuGGOFsn0/LNyt6waUVGDRiFp1/YZQAF/OOQU/CS0fY4zphtXTxpjDbo/fRJRLeaCLCt9Iy733fZRtR+oLs0y2JK+mgVBisai1AY+Taj9U1AmixNtMrf9UDuGr0VtOhRMouyj/MFuYRcV4H6cukQ3htOCS4Erg5eEOoIcAIwdRFmUzWlzgUqd2P73SOwXwjr+NnSSBiXBcw3Q6vb+/B/ELAnM4DHCgeDIIOfAUJupu4GwjAUGjDk2Od+/e4YkB4EDTX/zBH/xBXde/+c1vwCdEOod4DWjOew/9YLz7pql1XH+Z6BdgcuZxPRNCGUJlVo0551IqziV4cDjBv/zlX0Kj83yutd4jNAuhmvMJUAFgDARhDIYmS07NojzPGacwaXREkCRUUaImnrNBZMk5R1kJF7vZbEIINzc3v/jFL/I8B+x0OBzQRktf9Pa2yaIsH9400DkZR7Z9ZPcCmP6DP/iDz58//8Vf/LkQ8t27d/P5vO/M8/OzUnlKos7nM6McRwqsVyCoTdNY68bjye3tDXw/QAscTbz+oihTrEBFdD4ccQjw+qFggMOntcYbHMXNyojeaCClbm1+Nc2Qmkw+LgkkUUYNxnDd/5zP55QMV5IiFVwDfhmGmqIiUpUEKEDHBIQHQMf0SoVowA60TdUvPofGYXF0ksEERNlsreWC91G3GsEjhPDy9IwaajQa7TdblM03NzcfPnzAXgogQ4yxH3/8Eak4fhkTMz/99BPqfxDfTdw/lYwtz/PPnz8jTcD7Qr2W53ldt4fDCZ/57t27+/v70+n08vJWFFUel2f+/wHMupOSkWGFEQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=300x300 at 0x7FDD33961BE0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Download an example image\n",
    "IM_URL = \"https://cvbp-secondary.z19.web.core.windows.net/images/cvbp_cup.jpg\"\n",
    "im_path = os.path.join(data_path(), \"example.jpg\")\n",
    "urllib.request.urlretrieve(IM_URL, im_path)\n",
    "\n",
    "im = Image.open(im_path)\n",
    "im"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the `predict()` method, we ask the model to detect how many objects and what they are on this image.  In this case, the only object is \"cup\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "detections = detector.predict(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1Lp+qnqoqokm5qEZd4Wi6A0dKxRyr2o4yvqNpMuAYvWnTR7e/iYgVJXbmSrx+DqPJUtqdpNVl5WAQ49RrFphS2Y4NcGDBYTN4T9J2aWIW6m5/T/lzFJlsqzWVnjYt2HJq02RlqIBjkzqrR2oTRQWaqjPananDsxi0SRMu5ShywCIx1FEmYt8/FbGhxGYx+CibKKVEOFWtVIEiFgxH212yqkyE01Ta/p/Kjlf1s1zPLJYnlhtljpae9IlpzmtedrjqqpvzkQr5FBxpshRuADBbwmWKsrAzO39hEYBuh7m8Wac2mD/Vdk9KwkJ+1p8jIjEGO/6K+t/SWFVsWFCpH0wKPZgDeomaWopFevnaUY5Y689iX5hGVHGfZVXFilsR4RduaYE5pVUjrUYhC33vLWrech5FBB2qAwgx5VZS/5FmJJg1hyAg3jlYIIPM15Z2RMyyvLksBufKn5KhL2W4tdhB3dM748h6UVl3SxiAhb6dterlimBwbmyDBd5Oj8xAjyLY0UbfXvwpq2appSwe3rL8g59iKwe8FQXLb7HaLYF+dADqcbG8wBID5jxfk3+5mbbYiEje0C2FCKtyCqay8FPlfh5PhFXx7OWjiiWVR29hQ7aSEuBuPyEiBq6q1T+XW8yOtlVdVEAWkWrf4JJ6q08gBxUut4ba/pQWG+dlUWzlBTnTFC+EEpq13xK8cKJUwSdlUNrpcmepKuLCjnAUtpgtJiJyhAiPXpTPvpC4j46zgsiyxeqrozwGjs40Hr9vDTkWmsJzvS3vkS3BA1WxuUksEJfGEoXPKf/YqVFUhF3BrUJ9KANeKK5LK7+ln6OUZts6Sg+2J0vrN2Qet3y5dBvNrtQ83tlrFnRH+293ytuGLJALBYpMCWarWfhpyG/ez+PQGMfxLSSw7H+x/NneliEnIjyKMTCHta2XT0S0LMdmG3476S5BvOxPmdeK/bDEo0OoEkmV+eY4U/AK7rZte5QIK7AexW/7sghXfEfLqbViBaW3Y0A1HNufU0SoW53LO0varnpSEVUlB051u7qZQXGUBx1hu6dfBgjxFM8qXUQRxWgQSYu5BTpVE1dsAenNMorcipjNxGB+1SJdYUI1looIrdisXKxavFusAZaSZNbGFycNXHxybFP5Uac2LCa7/GnDuCwdjqH2a+lFZQgp4Yhx2pKm0EpL0KZpjhLh2627dphLWQcn+MtRVvV2/rqcZlzEmsAcJ/SXupnLQWD6tZsAARJ10IlJOdpnyMuBU30WYznU+zEO+c70ssjx/aIAQDx9Xiq0LMA+1VtVi2+hlqM9h2Osx+LhEtpLpC03Y0wbGzgXyeFKkyS0vl0Ltbc4wU/1+9QLR1lphaZH3zkFmmVnytqsYGSVArAQYZhvxVIizH+eVEcr7nV0OLm540M+tWY+tSPbGq6Wyyc0y9ElYtnfCqCnum3IDAsS24tTBqeSNt8WOIa+Wo6uzWA+ubYGwlk8SYGJJTwNo0svZD+wbfcopzuKyUvSnVH4wvWy5LwVBOI8KXZ5ap1/vvrmKC29nTZsWQ5yac6RvHP5aKd/W9ZFEWnR6VcFKaudZjgvAvM1DNDsr7eO6KeBg52809LjCNmUon8WZF2Ku6PvL7FHf/swLOFmh2O7iohk9n8uMWxZytxZDQXeklcWjlh3l6RVukRIy6Et6aeYD1GmcS3bPgr5o0N7Ox6CWRkVDIcFM1LUtt2uiFC/PWnaqkze08UJGV6NufxZUVq5uXzB/vkW1lXNAeUMANUm9OWvlFk6NkO6i2I5Luvprmqr6slwe9sCaVlPuVMNodrpUwGk6r/tzNHK7ZtVVZYCq7HbN6tgg3IxP/FhxumPdgCydfTobFZdAoD6sIq3qpFVJcdaP/JnNaEWIZdt2afLGNqKnhGzW8jckbzcKy/7U0OSY4GXIvJFEKjHeZQI4fROZ9MQVjMEhmWWT+yeIguIap/khCA0qw0Wc1aV5bY325btoSXCJYZVathyXHYfne1/NbtVB+A0umixu1IsnVRr8lJsKJyVFRWqlYsQjqPg6fmdnSRXmjhFtJidt0f5Trmu/qzePEq9p9gZLpZj9p3KwHZ0wwqYqS/pPCpGbP3wPqqjDCbUB0AAltmUJYsQIaLUm3dP8gBtTHQKoZpujToiIkcEZtlqk/8uuy7argGEk4TB+kStXohIasXNnxYojhER8/FaiAI2C8Ox2Eh3PBuX3YVgsbY5cWyVw+PqTTlSrsxO2V2VhyzTrwgvAqwVYiYmVt9PLzhWjWbBaMwOelsh+skvV/AE5i4KS/8aVlbGX2qrbAqSm9DMlHoLIW/FFiA4kUAJWHKYi62qoI0+hdwNRJ+SD9jcUzzBsOoU5dhaMZ5wWET8mKomrl0CNokoxnRdnuomZsB04b1v29Y5F0IYxxFQEIGQHFCdYCNfHBFlqeHwBXksYU45bdeeItSyihOz7dAk1DrC2mXO9UWEERBnmKpcJJ44uAbzVqDSVUtdR2TjiVOHdEtOBT0AIPntGbRO3V++pnPM81XTKWFVXnDHzuWDY3sOc09Elpg3Jzz7e6r3R8dlAYvHVHSYI0liqwtZhyf2r0IOlqg6WTU9uzBhUvb+0Vw4IgImTFLv2BwFul8Ms8mj9B9TtFksBlKb79SnBTRW4JhsqSLCbBbZPJGHJZXC0S30EZH8cbWKFxmjMalk07cV0R6dOZmrBxYccKxYQrKER4t86amfINUnen+ZFkQLnTpi47Ta/5b7R59WMvntZHwKuU/FP1k3cP3o9OJnWU7BvyKD5Swv/7QUcpKWJqJiKEIvi0QAYKnNJ3pBUqv3WpZEaN/BYgIUEOYQg3POkUMC54mIYgQWZAHhKfjG7tjoug4KEaYIAKx07iNhENqJU8cjV2pV+STw1LCYdeZyzZDhO8UT2PEv1zDpGjX7REp9Ux7jKZO6Sx+ZT/VaqVcwpW8rzRzf5VDxmqn+Lzr/8Ke8f6osA9kLNhcI215ZYlsGxB7B79NNHxduv63eH1vd2VEs5xeFl508VTMAhHA8bLDcqUZtBYx9tKweEsI4lWZoDGkVB9eij4rGVBifSsuSYQARfdrpbDCnIL2pcUIUDtOU24vKgLFkUeW+lVcVZ0JEnp8JXgHFMk40Kpmt7e2SEIwEs6MQI0ItKKtkrxWK2/J2EfGFoqMqJ7HNgLdiUrYDZVyRp32Mlgi9WfuVHi4brcZb2OjETL9Iwi9lyNH3T0UUVRZI2x9bVRmL7ttctmtjXOcDn611iwJ4StgACADnGFXnfeM9Mbvcf2EOGsADwETgXFPUPTV6Oee891bn8uv1GgCQKuETbXjO7JCWhfWsApBFgmouq/eraTiK36VXS6tgatSddGTDsYIndmlYArbfevfFW3jSt0vjx7HR/ZRluRUo/RrJZovlaHaAMp2zMmGeLPS6t5Bf+dPSwHR9grccJUKZ5xyqpnJ5E+ZEaJ/SPF9jWWtZNm2HbInTVqhEWNCs1AMGGYrnWUlL/4mASARwSlRmvZeCkJ1DIvI+nRFSGlVJWLbsiYjXHdmYk/CWTlQB0BUQLVP5gkmaz2I1T5U0AwAAZ66nN09NXiSwS8kvEIMADuqzMarO681T2LkcQnVxitROEeepcipJrgacL9tdsrY0HJjW5Padyno5wfzYGrIaxazRtxJhhSdHoXcKpOnPxdoVjeZliScbSKZdMks/3vJClyFVMJrkrcYzyORC5tQdyxSOABPATZnCp6YZBEiN84CIOYBbUreypyDazaYiBgpmkuzw+NTJpjTrQQGQlXt2/ESzTa7LUk8SinWvVQBdFuQjFFiAaHsF87l/O/mVP90JKjxFhKfuL/N8pjL3Q9revr3Yl8Uw2QpWVearox22Yxd+27gsklQXMAfdSWa30AXsC4UIy5GgzMECrYDu1KZkRClCFXO0o4g0TXMCAlPKrMKvK9wr2CjmELXSWyWwslZExHQgjO5FsIJ47gez68BaoOk7yStiupJxZkYS5VFFseUrd0L9s7NoKa1xs3wntixnDhHdRCXTXlKdax2dJT8RY4OfJ/ZGmu/NKWiUj5suEACDQ8UdWt45FRlTiLCCUkk7X8BI2WMGC4TGHOkCC67h5hmjJrwpeSLm6sAyOCt1YyKWk6RVUWCFP0sitC/4ef5Vi6IWpKXmZS6ffGGXV1Mp+GCApjKN9WuY46f37XKyeJ6/05pt7KPSz0px82myYRZ9VAHCJuQlcDAHGRgSn1B3Sv6Btn9TPaYfRZQhnjJqTsGBFjMQkWFCRwtN+xpY7Jn3eflCqacigOp3GdanJRo/qi0VY172wdKVbauqHxfM6+hry/crvCl/lkpkkQzKdtXitB0FLRTwo2CZ3j+1rIjHt6RZP6Ft1zKFKmxVS6XaWEOL1ZW8n6UpgTnmlPdLWUJ4CfmayhHLzBZBZZmgTwtWrAE3b69Gazth1bSVdxJznUfALN8pEjy/dhyZ1Lpl6TwBV/s2dRRRagLTF8pEpvul81mUgZl1RKT0wvFdDhoUyKwL9KnPS4lRWPhy+PZNS4dgVAaLGaeI7W14cOKE2upz0/QRE4V9rZI8no4w5beUo4mzCpRggUjM037CqpRhljvMXLwFBa+I6hm0hahevi5ftkR4lFNYCOBcqIDaXLIkLHmrnLnvE1LO41TKRW7GECHPwF3e1/HbTmdOsDjcy0DQLufgGDLZeYJjWEj57C/zKiBonnYkQ4QsAgLRZOa2qGMNTnaSYI5epfWiLlbC7SiHfsvQ7LhwLtItBU4X81jZihWWSbFoVqH7sgOzFxDsuJZdnS1Q7eJwjp3LD/WdU9nrKpZUKoxhrO6X9610Knq+oa7Zyq3E7lYQs8uBJTArchCRsn8SF5HZVa/0K6ZJElLecmVxDxF9EkE0xzyYbQ8v4KoJ0rRdDDkFLjqRheIrSluSQQbxcWStgGUrWb5sJ7ii28rqVfpQ+izztWWKwFgix+IIsdzckQghy3eWIzo13qP1k58l7bXDPFpP1fNS6IQLJMosnG1ZbbmPeQ1yFD52jrScouo0rmOJqgCgiI6q2krQlfkqWl5+Ic/jtKUIIJ3urHAGqNnWjLQqOx/iZL23TduXJwmEOPC0FlVBVSGtFBcF4MxPgEg26r9wU8zJYZdsTHVcyrFzkq3GYCCyBH25Y/HsaME5T5pma57OvdSTAAQA2bZCqum6uir9NCXIz1qp5PBizme4V+RUUGoJCvunMj/MSWOr8YrJR4pzdbT8VhYXOnZsAc6XwaVCxBJwUtOzvbB/FiIsNRcEOjrAUzviy+6NSq1dXmgpfrzqafNWC7CYXer6jkZuLYmqCInqtzp410gc1WlR3X2F2mOY1nKW2KpGj8KkwvMy48k6WtTR/D4v16BpMNRU8/cWGGEOOF6y1YI3lrNCnT9zVlU1PDCSsBr2UUDoHV4cf10Bq0bKE+JK5uOyM1E6rJWgSedR1V8spXhaHcW58lxRztGbs35yTZ9aKiYy/WawWYDg3Do6G0icaYCF2yrTqb4Ss/arauM5My0X9iyKavaXYBdz4u/RSVk2ccrRWTyBGt0yKVAyuRasViUybR8QmeDJkuBTZrw0XX7z+YS1OaRKHDQtbT3NUtBZIOqdEmqT36gxY0mQFmqniLBS3qTk5wBETDtitD09xoysymraGY+l7cCFpbTw7yq5cAHcUclQEX8BAswjNtSdU3a4wDFJWOBfMZoqO16NUst5ibOOlYtKjSy/ZGI77IU1LNn3XT47QLG2LMP6vi9gDCGoH88OsEBDL+b4hmZcEzDthc2CN5/MI2Ic4Agbsh0oTKR8ohqiXVXq+1W75b7MtZiCn4xHXBT1WLq23vyqvzaPpb0YxsPRYQAkXS7xF0REIESIDKC7CVEHm3e+RUwquzUDivPTsVtgohPy5tHiJgJHgEjjwKCj0vuE2o/DMADM3EpanF8Ve4lpSGwsZWIegpYZVXS4WnUWF0sp3t5iKig1FsKDjLVN00TuS/0gJEl9nPRokbSzQR1FzoN2roA+YYOqqTIdjqeNhpDcRZmzF0kFRlGcFiMiEmKIYeb1BQDJS+AJGoSI6Jq8BgYIHEu8vpJcGbL+isiKSsehVIKIkiTGZNjUwjBbopdi17QVVVjymF5YLoL0K7fBvMBTZCuEp5VIUlIz0/eF0mZCnmW2ERQxpRBz4ArblblGU4jWF3BU/K+Sm1PhOuq6wkWcp8S14wFD0jyPQy8d0oBjC1ZZFDuLMc7Uy4rL2tWIthLG+nQkfRpCKD2sjDdVf0r/bT2l2GPDbYcr1ClDnnbQT2ZnQlSJVzRYO8DjkD9q5QOAQntlUPo5GgXJjiKEUJTko3Aog9Kb8RBsT5aA1W8ckubwdjjTaKxF3QJ/IjZf7xrJ4zpioMKF9WGJMBWI0DWlJ7aUCm3lOE/zUZHMUVSpzvO0Aywv+9JdWKB7eW+Jl1WTFSAqhKu6JVnEHe1TzIGtpXoRUD4C84wmkMishsVRGigdYJM81/5WSFChrO25lkKEleHkdIKjCZIztNAmGGWyiBCkNBP5s2wcgpx2vkIC7c9ydvUvRCijsaJJzKLUTlx+H+15htl8JTK33JA7gjzzDqCzap5BLYsANoxrohBE17ztuIGqLVikBSnXM8K2LAmP7KqxM44nIsKr/tjmbCkvVB2wT/1yMHpdbeVYdtRewLFod8szbCUFiBmrZosrnp8xsCyVvz6GGTpapLSwKKB0TVtBRF+whig0eoHlZNWkHkW7pUFLS5VjZhpIrCohREZEYJEpg72AYInvrYBjb5YRleGXQ7kRUZdndoWmfVDzQ9M0zrm2nTIh2Jk96h5ERAdlR+ZsvMszRdKFMM6JLRHqYpN0ea0CPp6QAdXAq2JdaGiYbM5ImGBoU+yUOmXBVpYkd4oILTzLm5b3AYCviLK8XSFTeVpRSHmhitkrxZ6Kvvx2abyOMkkS7WtZ0IPB3fKOEuGy2LAgsFyAZjGTpd2q2nK9zJNZUW/19BQ8rSVdzIqRZ0uLCeo6YtPJXOc8UL40VMRgAVH5sEx5IUKeJ59VpFQ6XNZcrWxhTj8iY7ljRXHbthVw0gXbr2dYcRSeuipSjQFnoRNp5Wu/K5Bczu8pg8pyvGUeK9orF0fp7VS1RcjZyi2PQ0Rf1S6Zx9vjkWdM19yzc3MKTXFeqm+r2QWAMQ4WIoUIq4NHyhiapq2nGQDyoZkVtQDAEKbICQv3YRgqctXf6pzAaiZsz3OFZYyQ/+k7VOaOWZiBGUQwn0896+eR1C1JXZUYBaCs77G0AkAAJILMrNsJitJlaaksxU1bosSpaFfWtGgWFDLfhD0juZj0GrvyxGN7CyBJ4yNcTOY2CFkIuqoSWDg/YE4GRzXzJfGICC4ScNk5rfoAx8440WKXkct+Vo8AZo7+2ZaF8rHFsIpUxBziZz+s0i4UQKvBo3xS2QwLky5wDzwduFGhuKWBUrp2vYRXNSI7hBDUKjtD0AooS3NRNd6CNEvQjXFmyp/AZo1MGqKv28lmBySSsia73bt8FTmKSB8Dzs0PnL+hrFApIelm08a5WOhSKRARiWKMSOQKXYnEcRTrv8mggLzxtHTGggg8F6BZIhyGITMLQEpJQwDERpxMswwgCJj312nrGST5T0zG9ATtE0Ro585OUIzxKGGJOZukmuKCGxXiVS2WWcBFAQBZhMulYVkiXDYj2Tm7xCTJzsflaKswrtKYEiFmrlAWJMp3l9ZLyDOh3xRfrXdTJESl1i+hVkHTWsmBrLFhonZVn5ZAtGq2baLKS1mKJRvbCs7pGSdZYSVkLAqCaoayYF5FZFV6b3F+KBGWFotKrxNE2fsMc/FShlaIDeesqrhwqiFDzGigsY+SdEdPZo0nOhIBAHRT4LJtt0CpumCcAGibtvlUKzjjnPzEmB6qR6UDFRDEWDRknvfk1GGvS4lnsWiJA/WasCKbQn6l7UR+ep9ntUtO+VYqtTghIqrmyVwdsp2z7BMRKa/lKo2Cp3RsE/KVtY2YpUsBhCzUXSJqug5M5GEBkCWeipiXyzwLTTv3iNi2TTVYfa0YeNgUEXGME7jMWYJ6UeinwK2ox1UkNBpVHzPLG4YBG4eIbetFXH4KiNI0UyAyABStjJmdm2IPAQRAiFDM6VeISJTCMsFsbbOtz8Mep3mkdJ7khLEL8E6NoLGsLtXR3I3Z50SkQCtvZuXcAaTVlIUbLww5BfKwMKvinJOWFTXmoKjiZiz9UVeKRU6L/1qOqKM6jPKNzEtKIJcX+uXNYajXcoUabe+L0qJrNsq++OIhHcPsJOAyu8uTcbW5vu/L/eVYqjGXi9LJ8r6lOgto55wl9fJIJacsOPE4BlmseAGgaRrmlCAoxsl5HXmqlmgChYiEGBL/duRcURzK5M1WwhlpJvxWEoo029eDCw3iKAJUWFL9aSGWz7O2tQAAWP+e/VaM0LOPxKwDZ52cJ55Y9tlOluQ1LZuttBWrrfCz6kxpYmmDKGhAOUDa0mRB4IJXqSGDnEcRG3Qrk6VRmEcVWmRK3+AUbmKTmfJCR7fzV6bfUh2ahcQUpmDGZkmutGLZj33TwhEXaWbK/THOZGMFjqOdX85QRckWPlGmKbdMuvS2Es4RprQFQkCNdz6pJzwC8yAimsA3xDiO42q1rtrl7FgHw+NKV0kiARJgSXFASLTwo0zDT0IuBROn+wKEOa+kjiWrnSoJp0zniFUGcX1a/lQsUVCW6UZEWQRvwDHiNwzriPUe5ut/i0W4MApazLFYWnfewEcpsIiQIoRKfyxe5U8AABCgnLSTNrAKiKTM4hMR2h4r0VvFqXQ3xEGMTlU+tH4hiwpirOc43+VVRljaqoDI81LeJ6J/4n/6f4DfKb9T/ksq/6d/6U+LkZMVkZfXKq6tpSJUEfElTMnyCctlKwJAmqqwekvhTFaykUmhMzFRI8HsMPR3GOssb3M1lmwYx++U3yn/pZSYS4XeBV/RlPJVJZ/LfX9/fy9zhfOoNIdMzau2tbK7kuDlUbGg2LWi1STLrgKre4Ax9S51AzRWnP9/Qvh3yu+ULyjDMKhwKqhu5duSApfkJ2YN7IdhsOKmNHM0bA0AVqvWapuYV0cVbViS1jtWd4X52d9oFgPO10HDYqxYko2x/wUD9XfK75TfTsH58rVaW5VrRXcrJPHYWtfbcB5rXYW55JmIzc02mxwlcWuzsfqqvqnfbjYbmCcpyOToC9VZPRmNn6OCyJ/7X/x3yxBKc8VKZusBgGDyZFpRbwdumYX1c2LOYe6cW61WstD+EfHy0RPdo7RarVar1Xq9Xq1WamrT+13XtW3btq3W0/O0TgYAzaDJzId+N45jCAFA1IgVYwxhaMSLMYwVK+vt7e04jofDYbvdbrfb/X7f932Mcbi/0R4ysy499M/VamW7bUdh7ewFpLww2euUsUkBaKFx6nxFlNrqBnM0LdOd5pGPHK+t82VFiu1VEU3FNYrGUIdzxS2Oo1XcZL4cs7Twj/8P/9elAxoRat8p5FB6mNDYDEofVQQlIr7p2to+mZupkNLinIjEyDEG2+oMWOjIueyYrU3Strvp8xRqLOVosRijYiGnfVypruWJKKsYBRDIsfiIOEaJDEMkhsgMLAzMgCl7+cP94yBjhIFpFDewH6OLDKM4AmyESbjh2DA7FA/i7rs7IiquZwfYOO+c25yfd113vjk735xttKxWbdte0R4AkBgpAkTAALhVlqIT0HVrWm2gOwPvAdyaDyACMkLoIfYQehd7kDC+fu4kgAhyVJiSAACM7iUiCjYIHn0LfiXYAqzevVgJrgQvEB4zN2OEGCUK3N4+OYzDdnu3293f77Z399d329v9fnsXBqDoPIIDIky1A6zgjhGDIjM4RHSaE11STJxuRXLYKM6E+/OmaciJSBQXvAfGMI57RAQQIUE1p6dzvrCFDceYcDGfYOeINPyOhVl/ssFVJv4wozVI/hjFuumfJtAVASJyvinIWZ0pktBPpEECAYgMnMhVkIRQkLIsSU3MPtchlE6KxPn+20IIZZ8kpDR2XKlyqGdR4LG1lmVLdpVYvi9soBBVkXg0NzTDnB0eJelyn026BzAhoCVyBRYO1iASBZhjFGbmEDmwRPUXCAtEAMZE23Lg6wgiFMkhNA4JmGVkT+BEXAwQxhADIzYNkffeBUGK6GDdNheXZ8+ePH72ztMHlxdn550n8ESAjBwFBsQREXh4ycwchxiHyH3knjkKRJGYpLgQkQMhERTBKAGAARkkQBwEgvCAEhACAuvhWiQAnJcQ3RaRAB1iA9QANgAtQ+ObM4EVUuNoDegFG11hPH42poBSaZmbKJdhhDFK349399vX1zevX13f7fYck/uLR865PgmIEDwDkIBmC/LOoR6bgF6x3q8PzgcV1CDCgAjkmlUIAUBJ1gGwIGngTIVdS8u8mMUSZDfhkgp5nm+3XNvM8RZJKpyZUDe3bolHjL8xd6P2iFSoS/NsiGVQBFPlyw+1+BKuBccIr9ysPoO5D7SChRW41ZqwVFsB0U6Afa0oEqUbS/jeh6B4pr+BY4zROQfACOx0bzSiQASAsds2vkNHh3HY3h/GGFzTtqvNbh+8bz00bUNCgIita733X/vyVy8uzp48ffz48dXFWec8AwwsvfAbgpGlj3E3jocx7CWOItyMr1kic4jcs4wiI6AAsPdemDmKMEQgERRGZhmjclBBCAIBZESOgJFAUCKwgERIYpAAYBz2AIDggBwCCTaAntE76pAapBZd61yD1BARgtvF/8S5xrvW0cr7rsUVdGvCdQj+vWdnDp8Gbg57vr3ZXt9s9/v97X3f9/1+vx/HUQSpaTTMrWmaEAKPIQemkvdeyIn/JDqP0IzMkYHCitAhNGNgAC8SAVkxAkgIMYZoY32Kra4gmCU5AMgZLbG6X7+WK8x5G+rg3nkMw1QcztJ50Dz+Boz7Aealoo7ikKsklkzR9jMymRFh5Zwov3ZJYImqxBBWsg4X0fps3PdLeuZ5/JplHhVB6qyTieOpiTAysoiIig4RQQkcAqEk/QIRIO3+HX1/u7/dHXrvNqv1+bp5GEbZ7sa2OUchJOoa/+By8867z778wZceP37Y4Z3z6D0ijSJv+sPtON4Fvjvs3gDtAQ4s+8g74EEgiMTxsBUR5iAwAjASq4Jzv+1V+iE6QofoEBwBSdCzEyJyZAnCI3MAiaCqvrCIkORcTwLi1Y2uZjMnqOeFO/IOhBgJyWvkDTgi9D3eet96tyLsAFcEa6RzT1cAG+/O2/ZB66/a1fqqa7/0+Ir56sDPdrvD7e3t3d3ddr/b7/eHw+GwD/vdqKLSdS0IMvOuH2Mc2+6Ng4awYyGWBhgcrRx5AC8MInoguYCAQ0TAMfS8CFQCs4/UijsAiCYxFy4cXRX+4DzmuWBmRaizawd61BkkgVHsgiq3078FSceqFYPnIrMzFdMnS2v/RITqQrA9007bk0QtKXvvC4GV6phZY+SUyVnDjN2saRfHFTssBFbuV3FAiKiHfS+to4MISCQBB+KAUQRRJAZAEUHWucsnSVz3e++b1cUDYd8HgjA0fn1+drZer589efCVD999792HF+dt4wNIYHm94dfD2G9vb/eHuzHcI/ZIg3c98r3ILspW4lakj3xgGUDYDWfMIcYYeYhxTMowYt9rQDAIgwiAEAAhuqgoKpElMrMEYAERaL2ueQAqOxQqfEYpTh0ERGwap0lOGGcWteB679um6QgbwhW5VePOg39DsN5zs2MP0Hq3Wa3OVt3GtV3r2vYKHz08A7gYxnh/v319fbu9769vbw9DOOzDYdeDIPnG+cY17cguRnIOkEhSPg4WCuhIEIRZoibcI4yqwB5ZoVgbXvXC0gRQcBqOEdhRCjwqypaf21LVc+qpJcIyokIsoil/vihgMO0nLC8V1C+GmUqI8Twkv0DQJjiSuXEVFspDYWllf0Ox8mmsZpkVlYS660JfQxPErOXiwaOf//1/91e/8TMPHj0lcnfXL59//L1f+6t/6ce/9TcRgBEE4R//H/xvLx48+Xf+zf/9L//lf8d368aveZQY5Hxz8Q/9I/+d97/yrf76J8OLv4G4J9hy/My/+/f7s4/6F3/p5nt/qfvg77/4+s9fdU+Ax/Hu129/+K/tPvt3BYYouzDuQtyxjBJDCMAMTURmjhxiHJmTLVYEKK3iMUbhiJy2BUYQRTI1jDhJuwxBgq4xUERy+hkCgGE0SIlqNGAA6dVgggwgkOJFEREDNERIFBwh0Q597/2O0Ddd61zTtG3brgho6OGwAxHp3V3TNKvurNucrdqzs2erZ88uAB/fb5/e3A4vXt68enO33fVhFJbIDAjvxMiR2WG27sKepHfU6BFgQgAMLA6iR0Sf96ni3LReYWdBbu+OGVTy4aTVV5iC4WYOgyRRzSlUlrSWa0V9qjaIQsPVmtAuZSsir1uXmfO8YjFpjHpIKBiasQf8lm5NJv6cHwEy6ZYYfzDEZjstiwLZhWB3YBQuoHbRspekNAcAmn+h7NoGgH8E/pF/4p/6572ftoQ/fPr+w6fvf/vn/sif/9/9z55/9kNAYaAUeO7aB5cf9H3PAzx79uwbX//oKx+8//TpAwAg2GL8kcBtjNcSb4X/LgAIEi9+7s9Q+yxVTW378OeePPy5N7/2v3rxq/8ch3EMPXNQeSUMwrC9HwBAIAKQyGSm7wMjIoJjRo4gorv5/BETvCAA7IeY9wdDPrJbc6VvAIuGFpOpA1kkisSculKligCAd4+jSJAoyOSQiJH2jLxae4EAFJHYe/KdbxrnnKMzHwd3N7jbG4+08s3F+uxJ01427uLJo7MnTx5Hfm+7i69eXn/y2cs3b27W7VcO/a4f7qMEpFFkEAiOuG292ndYV7DQsEQEMibNKdBqmVmwoI1dpNlHNE/NOOEwLCpR7LK6nlWDjwk0e+e4qOS0mVobw4V7cDphDiZCnTowr9Ov1+ulYAWAcRwtEZbrsiGwVCdmEVzIr8BUgwGKX6uonWUHt76sTjPnXN/3fd8fDgeVfsoRvPfqryuiVcufhD/5Z+HPosfnn/7ol/9f/9dPv/9rEsPDh0+ffOkrP/P7/ziDY/RBymllEMB1uP7Gt775rW9+9Z2nlw2Nw3ANvAMA5pvD7lfH/iWH1yS7LmwB4OzZnwDhm9/8F25/+GfH/efd+XcffOefOXv373v47X/69pNfev2DPz8OwHkLbozADC4ZADW6LzN7RkKPSACEQAAMgsJOSClFp4oAQBiV9oAaEARR30CCEyThUlxtAICADIIOG8RGQNcqkUVUTDKS6i2I4BtwzgEKQwx9AAxELI6dQ+fROUIU7v7Drlt36wvn1wKrOKx5uKLmwWr9GHBD7qJprh6cX1ydXXzw/tkwhF/92y3e3cQgMW5BRMQjRJ1fShiOgkJpgG4ck2GzeOcQUafeYqfMDadgZJSlxnL/KKkUxFu+YIiwzgVa2UTKzWWjBedxnr+rCEYRSZHukizEZXhp3tUF4JwbhmEYBkX6QlQlosXqnxV7sKmcigKpqUrUjqJevmEY+r4vVFeA671v27ZpGkQMIRwOB/0F4+0tLZZdF8ys25c8+H8F/hUE/PzHv/Wv/2/+GRnHpumaprm/fr29vvner/51IUTXAssw9FrLl7/60R/61lfJRedG4Vfj8IbHFxy+BQChfxG3fwv5lnjHw05ylo3nv/I/evVr/6Jmo7i7+aUXH//XvvH3/MXzd//4s5/95z75W38eAIUBEuUgCkU6GENcXperoVpQRJOfIRKJcARAPzLAlGiUSAQEiBkAdZWFNhsiY7BohHmyR5F0nkja74DJmjpuhVSScggyhLTKRAIRiiAiuhIBIiRyzXm/xztyd+Sgac/a9tK3t+Bejetrog015645b9vztrtYd6uzVfuLv/gH+r5/+fL5J59+/OrVi8NhlMgcsPFtjEGYkQQABJglgowYGi323PYyHEtgySpOWNi3XcsUdbGiCj3OwCx/QBGnIHblFPGEanpJbsa0Ck8ZGAqBVTRMBFmkq6AjRM24m2a8EErXrKwQKuRjScm/efOm0E8xrijBFLFmvSVLh4mWtm3VcKKiTHmh7mQtFZYaMGc4hixy9Z0YY5WQx86N1a0B4E/An/gqfBUA/vJf+LMP1q10q8BA5JlpiHx2dbE97Pth7Nbth1/6oOtaAPjS+++0r34VuOdwH8KbGF7E8aXEPwIAwLdx+CGEPoaRh169sbF/+enf/Jc4gghwVANr/MFf/p/8Hf/Av79++N3Vo9+zf/mrAATqOwMAgIBDNRMTXunci+qbpGY/dlm3ZBDMeX7ZhfweAIlPGqmIiBsoLTaUVRMAkFCMIgAkTjNdMIhIBEBs96p9BQb1/IsgiEN2wl6kEUZBIvREHhEJtogQEchD9GNsd+SZ3D7c9+Bb16ybdt12Z81qPbSrpml6T22zef+99unjp9u7h29e33/6+es3r+9uX2/X67P12Yoch7iPcSDHTeM8n1cLLUtgyzKlB86IW2wHBTNnpItHUiGKKfPKjzSq7y9zXh39EHOc2bIn2udiqoQZa5iy9QCAPxwO2jm1fEhWONWJD3Nrj1ZqdYnCJG5vb4v1EowmYNNAlE6rDLQ6qoLVLgwK7Mpy1DYKAH8Y/jAAPIfnrz/+TcQmxCjgybXovES5222bzj99/Ojd9x9/+aMvtY0HgNb3xL8Rhm3fvxnDGw6vJF5zvAcADtu4fxHHEHsOA3AUANj+5Jd292PSLUWUFIePf5nDjvzm7Okv3L/4W5hzqOQ+l2mbftNFEl2aaVuAUESY8lMHwgAELAAOEZUIMSb9Np8bk7y/opkREcCBQ6QGUwAACnGc0rFG2oPmLIvJMMsRBRhFRFCYhEkEGVCIER2NLRccckQ+ojugG3w3kHe+aXzXNl3bdd2h65qm4fM7WV1u1o8vz955cP7w0dW7Tx48u74eP/nk1TCM++EwhoNvNs2mExgij02OgLPZe5fkUYqLCMzIorkVJZn/wYFKNuVrE0ILTCujFHRgSEvyrODE5Y+nSDzVH4vJhZVUWdHKC9XQrFy1ZDUlDimkpad1q/GjqJSFlCu1oXyrkYpW4GpjnJPSakOlH9YtAccyFMJcp1+6Wd6FdwHg+/B9tRQxeXAtRxZgdOTb5ksfvvf1r73/7Onl2QYQGQC2b3642v9K3++G/iaEW5IdyhakBwCJw7i/jwOOA4bRqew/3HwSh7M0UuCML9xvP11ffb3ZPAMngKxWSkQQAOI2AyfNPgCArokARBCnX0EggQMkWiUBzG+SQwcIUR2CObkWIAgcAEiVWmACdIyOmJxrdO+uMCIJgeK6MNyIgGjggv6iAApzEGRBJ4TCAFobwDA+hnQUFYNjRAHHSNH1PXj2Hn3rfIOHzrdt6z15+cm4O9v7x+v2vVX34br74NmTZ88eP/nSe++/fHX38Wefvr55MfLBR2B0Yxi9JK8vmPDgU2IQzBkeVg+S+brLYnmV+2d5LWb5p0xzKTZxcZ5h1UMqogxSokWvGRjskcO63jORNJYIbYVeTO5XXZ5pR3VtppLKpsErrotxHK0cQ0Tvp4w1xetQ5BvPYyO0/lLKI5vAx4psC8TZh2r/b9u2Oz+w3B3G1vmry813v/uNd55dvfO4Qbgbdy8kjujAjy/6/ffC0MdhB/EgMEQ+SGQA4MDDnsMIYcQQk0BjEeRWrZEILCIILIRq+1K1AkDyGYbaoRWIAFD6u3gXxPBcmZYEwBoITiAEupBLkshBSgLFomZ+vQ3rkh4fBAVIgFho4ABKwyn3oSYEguhWEzAFEYRIhFFtBUCKg6y+EAAY5AEAgCSCBYoggCSH/gBenBciIQeuQbWmdsN9055vutu43vXN/b657tbvt+076/XDDz86f/zOlz99vv7J55/d3t9xcERnyFzscCUnVcklcbRYNChFcb2gX0Fx4Lj8Fmp/o9JATYHlmRir7FEitJVzjgouYgbsssvNEmTBHJ/1kfKz9CsiaqSx7EeyOVgr1SWcZONNsdmUnDEwX0OWtV+pUPtnOY2YUuUvKu8UUVxa+RQ+BYCvwdf+RtOAb0ZHI0N3vvrwoy9//RsffvDeowa3YXwZdp/E7SdnPABAy2/u9q9ijDz2HEbgEMcgsAKAEGC/lxghMDAPDBEA/MW7QP3Un0SN0J69CwBh/zwlElMZiSCSzktU8MKkjs4SYUG2XCfFKpleUASR9RtiUf0zghp/NM8SssNNrlnJhqMIQAyhGCRIUiskIsKzXDhaCSKIcFLfgB1MqtqA+2SxRUaURKvMUQSDxAgaIEAOvEci6XfQrPZ8djNuwPmt715uzj9rz57K7vzywYeXj97tLi6vnq5fvtw9f37z5uaewyuVfqpw6YR676vzCUtRpUnmmcSKcaXy10E2gVV0AgvePdEDlhBozNmuBEmaeY6ZSmtNzFdYcl5Zc4BSOv8jmRKntUxBiVqM+7JNRtnSOI66rjs7OyvYb/VGCyzMq1LJCZ2K01/V2qJ5zngVAJjIbP3TgtWCrHAUu/9QifCX4ZcB4Bk8e/frP/Pxj74fQc4fPX7/yx999etfeffdB+Hward7w9ufuOFTP34m4RbgmaPmsN8ycxwDjxyGEKJ0D34vAMRAQ49q5oyUtMirD/6oc0H0jJpk+5LL9/4I+Q0A3L34K2aOIR3TLVME0mTzNLNopxYAQDqArLoKChJybgkiCYjE7HhQuT+COiryFCKAIBAmpY5zT7VGlosaEcWRJNMNFnVOkj8tdm/S5GZTEAiiCBKKkAAyC0jDjBLIOUcHF7cy3B7ade/WL5qNP/CDM3g0ynonH2+GD1brjy6vPji7+PLmfDh7fr17NW63W7VvW4905QOwhXnaeYB2abfQkiA78eEY1dkaprsnFGH7TiXKStMW262XziK2zEs1Xq3WF7VT39CdciUjupK4OhhUKbV+xaKOgkl7Xhor9CNZviUsYVZ3iO1xgaYVjGRyyNnVpr7878G/9z343tfga3/47/tv/t/+jX8ZXffh17/69W9/Z7NZvb5+tfFDP9xLf9eGW+zfjDe/7s6/0b7zx/u/9j8XQRl5GEIY5Ml3/lvN2XsAAIJRGsBRSDATYbN++qWf+6c+/Wv/YjargJD78A/+GQDYv/7bu+d/I8kSAMFywEgUAcAk7CZaS8CZfvVCsIdEv4QqvtIwAUEEYmoiGdABFA6YFqhKgSCRUi5vIdWPVSxbrNLtXEAiwqrQqn01v4rKB7u9dlc7jwwcAQElqhrbAJMwIDpxjtmv5Xzgfej3IfYUIw6wDTdvdj+8ePBudP0gI9yNq5VcXqzffff9d5997dPv754/f/769esiEJT1nwpPs+lX7ILq6CJFRChzMMyru4p+LCUonI8Wqwwun1p0LYnLwJCr5ECUhiZJaD+3FOF1d5z3vqzo0qbS3d56CBGx9Q0ieocAKde66LJBojADurLIVnEFeZOVSDnNBLSGxjfmzVlET8sxIgZxEWgUQHRA4B3geEAeHbFzbgwMABHiPwn/5F+Av/Dk3S//Q3/qT7/88cePH5z75i4OPzk/O3SX39ru/40h/BIc9ji6w0/+76sv/Un34Gef/r5/+bO/8S/ud9/3Z++993P/6Ps/96fT3LgI7QCQXKsF8B/+gX8BmvPP/9a/Ouw+3zz67pd/8c9cfelPAMAP/r//LGOT0VXPBkwVTRYcVSxBQJSJqLd9NqkYNVuZJJPppK/aTcYTngX10OpTlYeMgk3qgJCIME5I6SGa75XICzagiACCQPIoI1B3OLf4WtafkSMAJc82M0sIowAAOwJEEKZdSyN5T3HrBkfNzXpobs/Of3x1db+JnzTxr/jVZrVaffitf/Dy3Xe//4PPf/TDnxz67WbtqDv027sGznC4hOGccI2txOb6AJ/08VUTP4QsdkyvAIyWZOWMo5lRvWC/GgiVp89Il9OpsgJgVHrwLuWPFRbbegIcNKUDZQN0jJE5lh2wWs8Q7pS+KCVEnRk4kzbedR1mf78qompx2W63hWrJxJQWr731HFSKYvEi4NxaZUsxAuG8AEdEdZxqgAHmBQx670EHmbPH/dvwb/9j8I/9q/H/+PDps4dPn1VNjP0Y+iBDkCFsv/dvNe//188++Hsff/NPPf7mnyrv3H32y3G8f/DhfxWO8byXv/l/vnzvj3748//shz//z9r7P/6P/vmXv/XnE+3BfCPZ7HhqjZsxyUBzKS9k8oOyjIQs4WBOhOmNJChnGm96ylhemXVptrYxLNnQdr7JheqqO4goklRdi8QsKBwRMUp0yAzoJKKj29tb9K4fxhB4dxg2m/Pz8xCGuOfP193Ft77+pcuz8+//6PuvX/0EeFy3qxiBYEQXGEaUyBwIncPVUtbpheKt1e70fklpCVno6Ts2U6hFYDKTbr1uGqF1NJ4ODP0XRa/sd60o1retvqNpaUqd1vDjd7tdIQAVZTYJQlEAoGw2kYnBiPEciNnXaNuoDF9lPBVrmTApD1KAKJnsEAAckSNkYQ4Abvr2z8Gf+2//v//+3/0Lf3R18RBdAyBhuB7ufuPmR/+X/uVfpxCkD+Mhjgf5rf/HP/zkd//3Hnz7H15dfV047K//05e/8W989iv/yjf/nn/9aE8AoL/74V/79/+pD37f//jhR3+yO/9QeLx78Vd/8tf+pdc/+AuK8cWFmILOxOJ00UOyP0IjztASjwBTIT9DV2apOaeTdAeKYUZAPRg80a1Vg609w7KG1LrMlliZZVR0GAsdQtraM2HkyDEtUZkjC0YgInTIzAw49GMIfN6H0IcYYxh5N/zm5dW7Dx58sP7KM+/kexBubl4jjiwBHDQ0AHBgjmFgajxesrE3mi5B6aG1WeDcOmqZuyVIS6WNSVRRhGcRDyWsp2q32F0ka47jOFbNZQKZmrMvzIhQJZL9Us1Wh8OheruMDAyPQeN8tC2RcY9YoJSLygpaXnZYEsICiZojE3yZo4igo6rex48fjHc/7l//6mH3KYfP+u33+9vfcvx5I0OIIQ5hHMZhlBiGT/7jf+F7//GfyY711M5v/sX/xm+apUJVhv2L7/3SPw2/9E8bCoGsOpJMB7GUeS3UyKC6YgqbTDck0UAiXZxZTe0jyC6oDB+Z9lUwluoEhGTmv0W2IOUAMENfkdmdfBZ3fgqggQHTYPMd8ydDCvXKRySAADBoGC1FDKDLVmZA3AFjCBxjDH2Ahz958+o69PeXDz768MOn6/X6e9/7waef/AgEHQVEJkCJEscI7IlaNURZGaU9KNbIgnjZTGI1kYnpH71jVdOqVEajSqErNGZdnZbCy3SEkEKg1RIppkDWS30JXOB50casIoopXmFK8w6G5EoDhW71T3vkmB2G/bOiQ0gzmPe8iFrVZRxGAmna7jA/Dffi6mGIt+PwWRh+HPuP5fAJhWuK+8gjj2E8hGEYRwZAB8Runj3+aLE9SQu0jIKK9JA8EZzo0Pj9EnwlbRcQNS5Ox+sSJ7pVcmKSYgqH7JQvClgi4/K03ExklhwbrN6R3EQ6PT1FnOYznqziChCn4czpUMxRYTk+odwRMSNFzE0DgURWFVmSRxMhiIh4FMEwQn8Y+/2wW+8vmsY35/fcE8rjx99879mj/sCH/fjq9WeRtwF33gmSEyHkNcoK8MbiWOkbm9SYYFxfwLPlkkX3xcwKAOz3+/K5NY6EtNm6PuOktF7Mm1ooH3CkLxTDKcoslVmpcCYJ7+7ulliIiMVFUYtX9HJMcNM8MsD2L0/YzFRVCLXUn6qSlA5NdH+66nIgoiZWBCIyaAEAgI4EdgivhD8Oh+/j+Hrj9/vtVsJhGMZhHEYGAUCMgOWUp9lCrpoYEcmGpAl3C2llAZXwtKw+0pDTvpkkIRVIkvRV1Oh5ES5izZiqizQrqJ8UTjErz6yO2keaTkAfkM6KFE11yi5X7YibDb/QoZAsloWxRK6CZUaQQQQA6BCi5aXZpxAQ3RAPcYihD+Oh38vto0fvtsSHe3oN7vzqG+88e7reXP7Vv/5XtnvpD/chDg20SJ1j56Vj7wp2WZJQtCnyanJl8XSakiWVYu2viBNMFFel05V6ipQz0DueNcJ2TEvjsASugGEW1hrs27a1hFTknj2AZckJiGamPIvEZRglYmZJzNWHdpCsmbYSBNPGLJS05gTEIdQnzUWIHLdx/DwMP8bwmY83Mo7xsA3D2I99FBACJGAEZvbZ2lfwqeo/KNFPKFbIVbdKQCLCiVdMElKk4CikekQJpnyVQmz0juJ8rl8MnZeaS20FbgCCxU8IACIsQDO0yX+KCHKxtdjoMJq02UoSZslvAQIzvGSrzUYoViJSR0e2GZEIxyggkUkCpnjW3csbJwFxXIU+BGZxlw9+17Nn73z9G9/5yeft8+fbOAYRJtJkJdHaRcrKTX39ZTgionYUAOCQDCTW8VjpgRYDvTkTBYyIK+R9VGNCo//LQiUsyjMYBRPMShLmZOw3m82MMeQHJaysdEVLiMF2bjk8Mcqt7oqwRFiGYf1+dqgaAq3ViOQ9B5g0eBEZx1FgFuHOEMNwfdj+GPtPVvAa4n1/f5BeOAAHUQoEnzbdFtqvsA1R1fIZI4REqIX3E0ybG8SuDzOZzXTspC7q/byMTMIj0R5GQSMD9SdXglb8pp4jA4BMeD9TXxPFShaeWSZbzxiV3sGs6SMCM1NgZRGZrfY5pYErxqS0yScGiRFExNGACIQOBBFo0633d7fC/SXvncN+v751Z210H3316wMOt9uXu/tBYgBggUEkhYmC8VJYRl9ociKeOckUGg5mCUPGRz30vQolSzmwQG+exxJYAtMXlniuGN6Pvb6vYaGUo6Z1n63W5ksvK6GZQTzbxIRGNReTKouINPJIzDnbiNi2rbXriFEG7JDsHQ4jAwYhIKdnyhEA8wgcm9YjYr/r92Gwnw/DIfRvCG493sbhVbjfxj3EwQd2DBgVcSPkkJfSaKlAh8NWIPyNf+vv0Uci5bDOsrTT19BYSpLGDDAt4Yqs41mLxbicKDZDeDK6AAiI3RoTizQCAJczEyUCS/onZAVCvYjaJIuIU+fktCiNJgBLDCVD5p5mvZ3U/rIZZ/pT+1xQJU/ftN5m1rA4UL+GkAzDEELg6C6uvIT97vYT54ixE3dJ7RWGswdXT7773V/4//yH/27sIwog9E3bQjPlDmVzyKwGjdjEhGLYquX4YvRSRVTV8jRETAlDY1ktbldB0dXOJhvBo+Sn8qbICQ3wKt4IvdDOW0di0joPh4Nt284PGEdCGbDLW+cqqVppvUVTr6yglAN81AZbPixMpWt0eyQWaIJMNQgDkm+6+fJGRuED8lbiPcadpvkVwRRFiSCoQoFIsijJ+iFkZUyxaqKEsn8vgQQtvoKQsDrNCgUWkVgUyKS+TstFEQBhKRtx9X4KAbVCr1hoLPlpB5SkS+qalJ8BaVq7sqoTCX6G/MxCLqVlKP0stVnepChdQE3m17wxcTXK+gCCEIIARmVHCJM82e8cuRB430Ygj+I6wUvwDzbNxeXlI/Tuww+//en3f907cTIw7Mdx2lRgEbdkRlcsL4JROFYdS8zLOTR+P0Ut59yq60rlxRgjIk3T2JMgKkkoxjsAmRTZuPfKmtBTona7CwLzRgi99tGkCi895pyAwDpDtAHdxVbkZ6HSEttJJoYAF4nB1S5kuVf5KrOuoG4JRJcZGk6AECSiVbuxEOHYSzxw2GHYYxAeIQYITCNIRGFMoUnEKNww5oBsQ3tp4Ek9s32e1o0i+gna+yJZ50w+Ccqfo7IMyNwkxmTeYMhis/bRwTHrqJWQCJA9WpPyKZAWiWb6DL/I8W32V/FG23Dz+lNUqoVucYFOVZiCOKm4umVEtWZVpvUfIyOgCCBwDM1wCILAAG17Q+5zpI/96lmAs6fvP+i67stf/tabz1/A4Q5dGPt9XKrHWdJWS69MhJMqZ/XDElxWdFqVh5pYrEjL0kSp3wrSUqzrX5+qP7zkXiq92vc9m5ODVSm13RDdRVEI2nbFapUG4pMfogr2K/SGxxbBpb1yIWY6rcoKHBPVIAKJA1BOipSRyzfNekaEwCPHg4R+7Ac8AI8QIoYIwWEkFgJSCz43XlY9l10ReVwJfQkmzAYotARinARSvmJWKiqkkqmIXV5Y6iPUsLVMq6qdlg9LKPaEZMU6qhVCkpYZVhFSnUmZxNQZ40dhgLIFMYWDZzIrmTIEoAowSAhQmSHmsTt20VsmHlLAABbJqaFegAQgjJrgpqRFckFAeiCEcSfO3fnmxXj2kyjdbv9U6OGjR0+ePv3S5z/4DU9NlOkY5iXOFBooeMvMBVLWRoI5aKbsxy+Cx26ps0LSSsWKAiGHoLBJm6T37WZAFVpx7ClvFSyB0Fa2KwFP6QMrIrF5BwqBeT870rmApjCGUoMKT6vQQqZzMC6KAkd9oVFvPahFg1ATGQFCOu3VERHhLOUhSC8cOI44Rh4gjjBGP4oPIJE0EhpENKu1l7JUmNBN8RiMMJkMHsUbZDzpAKBaD2fyKBcgXDTJRCScX1Aazk8z4c2BY8wwPG+0qMWkqF9agUmnzYRtLLQ0SfLKZZ+pfZLnAICMFcJNisDRklhuMjiVwytJOYWksFThtIIVkYhD9EIwcgsgcSf4wq1/sl4/2G1/vL5ommbz5S9/7fmPfwIRAKdEDfNG7XIaytoHET15+1opJfaFTcYaXS5hdnVUosi2S/OQFZ7n6VSSs6vNopRuVhdWAheVtSTRZmZvR1KYR1EabcPKRZxHy4TsrkqiapqnhFG2nkKii+lEABBC5CwJEVG3DwACIiEyuRQSbTuGwigxQgzMI8QIY/ABPGMEAnYA6TwYR7ERKlhV9Ch1HkhWNbP2pcHQCVNT5GQmQV0k6N7ZbNcRG4SdEo2p+TA3iInQMoEBAJcVb/a852kGIwkn9ZLSmtA6GFCwqPdYPUWY8mXZ3xLdlW9m9KpFXaWOVk8BidMDIRHWbcMamsdZNisctMFIgQQhtB7iuAeQ6LrdsH+1ji8Oh/N283AYzx5cPdqsH9w+30Hwwfd4rNgwsWL8QERPk4poUdHKLpsCYr1aFfKzpFX2wRYatqMu5xPC3AiiN7VyTWLW+pmjovTKEvkUSlNU5yKU5pM0Ff2+okCcu+OtumwHUyqMi/MJ9R3AsWj0gFhmHREdOXJ+jDCOMwImp4kBIUbiCByIxUfyESO4ySjKESU6S3vZxwAZfQWAjPI5qWpZ7JQQFpVpPAWIMuY1W5n4rJZDMdiIsG4yKvLT2k6t/9euSyfiFJGYEhkWsSn6CicmkiavCM7Jj6/idJK0k8A3wpYYZaFzskYOJGKbP6XsL01yLwVXkKi2nqLv7QeRuWHxGFYyAuM+7Ps43tzdfXy2ehD5dgxb78+ePv3S8x990tEKoLeIXhg6mhiXsjcCETVixqKuvmw3oIvZOF8MhKWUT2xDc4BMu+nLa1YC2RVjIVdLZZj3x0I26vhCKqVITilXmuS8sdI3k8WldLpABLLCDYb6K9jptfVP2qJZfBGNdRRRKZKIhAgiVFLUIVAiNRSBCMiiJzQQIyAAA3gGYMnZH8oMFamIRVKVFV21FpIsduwEGwqcqQCWOPUgCbUqQbZmls95jjFJek36Zx0UoX3TPYCQv1ZTi3mn/CnMbOQz5LUi2VaMRdfqyLkImTtYPcWUXEAj5xCznRdAd0hN9KefjTIgE4U2opMRI+DYD8NhO+5ePmwDuVFDg99770v/Kf1K0zpw93jMMaa0V/JrogkRqdBSn+73+6KFqt5YZFeaqLxQtGhc8LZGucWejEI7ZdeSbsR1ODlpbSndRkQPGMgBJZ1ljFxAFpSIyexgcs6FkJICZx1AGQDHGMZxpm0TUdf5/S4oNLzzNoY1pr1bhGkidZUkkRwIxzgijBgGQEEBBnG+3YWRyI/kcL7/k7D17TsH+LCXrTSvB+53eMsrjD6KAxLo9PhCaDCyS55sYkEWJ0hRAIBK/CVyBGHQwxIBOHYzepvECJgtFFAejVyIHBIi6rb1aWvCtAYTyfGZYAWUAFCWqKw3imqiyFAEdfnNLGO6TLHYJXZ0FqgQLec2ZlhgmXL85Jct1dX6KLOdDJHkRcyH8rGqWxPvu70YHe4jyP7Q0KFpuJOD7O/HR0+u7l7D2epJ032J4tVZ123OXOxfI46ISOgIKWOtB6ApM0MUDlM8c0i+h8k1tzv0Y69pdcF7r4e0OkMnSjYJl4iiSfmpiqHVbLU0bbnPecHETdtq4pwxjEn65XxBAMAcx3HU3DHM/ODBg67rum7li3ux6JZFwyxd0XeKrJN0CFnCvLJuLn3FuUlKT7S1umilrBehrL9cXBJFAgIgQGDmCBIjC0ae5yPxD3zzkLoHjM2+P8Th4BGYgQLoHnJiYPABR/F7I1gKf5pQVlSjElIXuVVH54Kuvjj22vTOvLkUAm4p2QglqKWNWOI5/nv8aSLImZSuOgaTulsP6uif/9mKFSkOADmlYNSTQ1kCx5YZiBwou48D49h2NCIyTrt8FLEQHCFOhg0JzCychtC0yV+XVDkWYUbE9brDHNLJefHHOZDabl6nnBip3Cxm1VIqsw1krbJpGs0fbzZ5TNkG9R2luOL8Y2aviXoLsArxNE2jJFsJUyKyc5Y/BKUsTdVa/CSF5IrwLFXZ2FQwmnfC/TwwyHsCmDmECIiMOMx1g4M89P6d9uxD1/1gDN/nCOcrCBEkAOCKwevnvTuQ2+cF0GTjL2QiKZIThdW/fIQIyx0w2Dw95ckoWiZJsnZq75RPeDJRglmepe3ephWwjVbXlayy9xe9tZ9XnQSYzlD4aalRTv+p1wV/9GYjQBEgIDMLSIzjGKKLzJEavyZqGIRlJBf8BoQCcz4dTMzWBMPQS/AKIDhAEOAQx+Gg4kHlYdM4u3k9GWZkKmisEhVCkgmyqaBhsRcR9Sx0pc+yJ7hyMZQh2EQWfhxtAqVZsDWRLyE2amQR4Wy4qSWe7Y2lwHGcAnzAxPIR1XgJeQGNLBJZpmNPWESiSuAYheoI7l04X9Oz5uyrq8sf+1ffD+FTz+BHQKEoqyjrSMxuG/0YEdYDAlAE0Z1+hQiZNVhM1B1SlDdDflLuZAy2j1TDzMnWzCNI+l7+VioltqaEYo7NrZSnUH6P/MnH78+2Dk49h4mTlmNnEuFkDlhxevjtFWXJYCpJCKBHYEQkECCMEjiCjwjU+fZMsHGNBySGAZuh3995egIASFROelF8GDMVAQDlk48QcX/YxRg5RtAFHlFyjmfqzTmzAIkcEWcXxdJ82jSNxl0i1lIHjMlDaSHG2Pe9rgbLcjHG2GSJJ/MNFnYd6zsTtmOlVlngSl6t5l6GGe/M8C1adVE8tItqfYL51sSjLWYUjKwn1GLZrxWZAUzwbmWrGnHd+mcdhdXVy/XVJ/f7N/vd4ZzARfYsAbD3bnRuAIgOVoIRWGNMhJmFECgCcAQSFqBkuRAAQGZhk1N03tVJqhdHPMyIpKC22TZVMlBMVcE8kDpB0dSDx1SP6Vvz6IjwtIQ3U0SLY3Pal6x1/OfSSKdqFqeFJdTvAdkROE+ANAYIBADonV87dxajg64hj/v+MMj+tn9z2TwmIhDdw4bMWYeNjCgunabNykYRYBgOeU3oM8qhUjAoTmYnnoojyHqmzENMRaRt267rdN1YGWYKoVbbDsvuWT0VIsao54WVJRjlOFULE18Qghc7/Is73jmnoQDMHCNYH2VBSprvJ+QsEdq2tWwA52bVCTsXF6YQAAOg9y4gOiJu5u9gIH/FDG79uzYP3/S3r3e3f2PTQisAfBB0jhE5MlKQdGIgg2JhUv9QNAiFRFiJEEtwdskZMdNATE6KSQVVhTYzi4T0lK8FSkZgmWz5aLdTCRXlGDF5UIpvMQVMpy2zWKrFSQzqHUTbAVNJarE4GxhLVYX6pziin472aopdXFdihEYgIARA4gjjKNB5bFaXTfewaa6EW6R2DP394X7H+0gcgAiIgJxQBAYRjsIsDgEnQzeKRGYGkdY755x3TQn5YgBmbhqnqmuK4cw00LWt2ksKSpfolvV6TUSHw2G/31fDLOGgRVUkIj1vVz9Xp8M4jjwOYgrkgDir93rNAAkZXkWm6dqUs7fdCroi65YXtiq7AiwXhWdUn5Q+OYfABE5P9hAAkBhZjbGuIQFGaNzcc3p4I+07fdxQ89H50xAO+3Hb94cfEhwa7IkCoUdGjB5k5LyvDwBZspxhFFFzAYqAnrqdfBW4JMJkOBGjW1Y8paCcvZ7DIQmxvIVqpkFON7MkLC2iNaKw/ajomUVNKxCuwmuqLDJpp/LRIXwhJWIV0o31ldZQppuYiJAgRBDhYSRYN+vNxdOLi/dW68dRzgjbQzjc3u+A2s2DB7hfqV4Sko8VBB25dL5a1Dg15BQYhNi1nXPOUTIEaBcw7y0axxjzObOKyUqBuoQr+CkinZ60kRXOpavQLtwgZ45XgWnpcH9/J8bwCVnkorFHzmJ8bBsxRsp7n8hk/9dDwjJmJKGPab9Wnvx0EFstHsGQYjTJgm3TnhwQCEQC5RbMiC5GRPLeS+TlvA+3n/J6HWLn/YPzh7/rYuz3d/d3P2bAn4jbIUShSIgutA2tBQJAtsrkFRcCQlEp2W6YyH6vhE9iF2l2dQc1+uaY5vyn9cWrxLOQKeC15AeTGinV71wLnd7ML8w8e/MKlxR4lH3oC8t7P23R4ZWZlWwgdSCEwBgDhwgcEaBZN+tHq83T9frpfjxHt4rhdj+Iazab9fuHuILIkYNEEIkOPaEgSggDA6MwIpLoCs+TA+cJEUWzloEAgiPnnFOhpbZGNYp454jo9vZWaUw3K6kOKSJnZ2eQvB2ubHwvxZlz+yxpqfQDALXlNE3TPXigFKhptSUrpQXsiOgbn1LHcY5qQ9SXIMQUScwR+piOgxtDuigmULuuK/eLKhvDhKNsAl5jzv9rw/YAIPCoYR7Zi62ddlF4GAYgJyC6e7qUT3/jVxtyV8++HN36zYDt1Te++QtX/9H1XYjrfvwB8i0LxCAgAcGNCNrvGDnGKIyOKGlrWTqlaJiUw7PELtLM5sko8xiX/HRJNpPLAVFDqKekHiUpU365ckmhVBSYoZLvTEhv/lwQbW4dEeebdDMbKpJqRrHwhYXN0GBOdaXYp2PPl5eeg4yRoQHxsH7wzle/+ftWF+8wbJrm/OWr674PH3z49W9+5z3CLW/Px3Hc7/fbu/vt7c3N7fX27n5/2DW+QUQH4h0SEQmwRI7MAjFMzgZEjCzDOHCMu90OAB4+fHh+fh5C2G7vhmHQMXI+9BLyYkp73jTN5eWlc05T0UyjZkZEPVnMKqVpjON4f3/f971z7ny9UnJYr9caoML5kNyysJwOkIC5sLKzaCVvycBt3wezzdGCXkR1ydmU6KPValUoNpGrOioh52+U+YaUlOaCkRBneZ7g9cc/cZ3rZXv+5L2uexj5ah/an/27/tFf+6v/5o9+8/PL1f7qEqkfuI8NSc8+ERaq0qIMLGA+G0U7WK5yrjQrZ1QGlkDnSujN8F7Mkk+y+mrfwaw4SpLJ+rg0p0dMl/BT0AB0/b8wIM5IRUnAzg7lmFjTqG5r0IVihLT5Nr1vQVtVfrQUAhYTtPiW8vDx+vmLfbuG9dX57eFw9eS9D7/+c271hPwDgWaIafnj3dpRA9Cszs46kbPz+Ohx4BDD2A/DIGH80Q9/EPrhsN8Oh36MwQESeWpJkDV0XEEa4jiOYxyD90Q5xm0c+/1+v9/vQwjep319diAAsN/vOYeGLl0UVmwUuiqrOcyZxZn5Low4d9ppsSYYr4GwYGhPr4szFObyzfkkMyu6UgXaciBITGWWVqD03op4a2VKh05lEtB3LLt1SOJmpqoXH7/Y8d2Or9939w+ffK1rnh744uLJ3/HRzwztevPms7/88v77xKFzhARxcDGOIuKQ0o4NTPKcABQjGQw5olXe9Gq20itKeHpnFq9NBYuFBY2RxlhTJuurmeSkc5YXyjsaoJfEoa5X9bp8Kyjmnsz6P/UUCoMo2yaMKJt4xE9Hh9N1GcHCTKDl5fW+WUOzOX+zHSOdffj1n/vat/+g3zx1/uHI7nDYDUPwDbXtum0wso9jAABwzvsGO1jDucTAzFePHsdh3O3u7+/u7q5vrq/f3Nzc7Pe71kOKjPENOQBEHmMUGPuh9c1ms+m6LoQhhIAsrUu7aqreisgwDJRzUix31luTRwl3KT7A8ijGGMIUaG7BxSac08f5QS7lgxLJXegqSa10OIlUok/Np5Zo9VHpva2EzMmm1noLAM6n9ONJJcC8xBTS8xqcQ6IZRPoDHz5/EdsddiMzX13Rpnn26avxnXd+/uHjpz/69aff+7W/eP/mNwY+dA5csxL0EgIIxMAgEQWcIw6BIS3zQFAQRILJ8pTBNwukXDydXc8zc8835k3ZzRZoOuE9zsSdTqKGtCOq5AFlU/k6f2WoWtPCWwNSnjXQ6cJkPS2ImGbQ0uHbimFJRVkGAD0HId0FyNIY+8hPnzx5sx32vP6Z3/uHvvEzf9St3m9Wj0Ze98O4O+yGEHy78Z68axEp8E57EgFIgAFYUIDa9qxd49nVoyfvymG3vb6+fv369X67vX7zfBzHOIzbMeDAhMjkXYfjLrar7uzsrGtb5kACvnHe+2hWyFZGZRIKzhw1UYoVfc6c1Ftp4wDgFtn7M3ywUIRfr9d6t3jek1piEuOUbhUHZYxpB3OZpqEPpR4k0h00iLBezw7KKERuqoqFCJ1zSNMhkgAANFvGCE6L2ql75MaBb59fi/xg3GJ8v8XHft09eXEfLrqn73zz715dPPzBr/8Hrz75lcN4e5HcgY5AIIxhjAiMXJZeIceUTVKikoGF9SyWXmUC0FoJJa0nizd9wnWYi5qC7jP5M9d2qfSHLc1AWdYVOENSEac8HZKiExLnNiC00nRm8T7GJf5zlYdPn7266w+h/e7P/uE/8if+gbNHH97tgeN5P8RDfzgM91EiEpFjIi/iBA5S+IKei0AOI0fEEKOyJLc+f7Q6e/T0PRG5v3l1c/vmxYsXb16+2O+2PA7AkVDa1aptV6p8hhAiB2AhQMpComCjjrpkowAAFYZ2FGr5LNe4yK5fANg4qzcBzCdIL3zbrspnukKJUReO0aAXiLAeduvcdFRgUTshn2KjhFTyc0DmqRXJWZIuFKgl8li4CxASEcJ0eJtavKpYqdEBh6a/kXi457uPcduFHTx5l6k5B9qcbz54/NH56vLZx7/14Wc//tv7z//jEAYC7BryeYe76AG3oDYTzmdowtLPbpqt0i4Ulb7exFzgAGbhNP2iTKLmyOpuEoNak0bWigi6otZWVD2zSMtEpfovbeNCRuvhLM3SPNYUF3ECVbGK3E9Dsdd3IXD7M7/3D/3CH/r7uouPwD+9eLC5ubu/3+9i2EbekQPvB8JAKIAkSALCnLaKaZSTAJ5tzmKMYRhjTHmt0HkAePTue+dXD68ePb19583tzZvrVy/v3rzZbW9W65UgDmFEjjwGInIOmsZFnAwihZYA4HA4lMwXq9WqHDqm5fz8vHjLi/QSE0ZXKM1Zm5zRHMtyT0S8ZQCQFVmeH5kEBqUks1xrBS1joBwQAFnVLGbZQoe2kkpdZpM4xDkP6ZwrLLrBcoswAPQ4kLRu7GDg7WH/2fDD+9vtm5vX7370XWg/2N/5y+7q8dOf/Vr3cHP14WF1+/r1y9ubN2GMQiqznJhjmABUAOrcWFtlJRnsn8eFRr4zOXjU/IPGDJD3bBmtzzgbLAUmdVQWUousYNRHqV1QFdF0LDdHzjnVtTlaUpSimlbs41TBOeTy7s2T1NitH/zen/l9P/+H/971g6/c7JqV3zTu8vb+drs/IB089m3rfBuRAkB0rjnbnFeYrSi03e2V5/suZfRTvO2HA/rmwaOnDx88GvrD9ZsXb148v799w+PBCQOPYwgi0jhPBA5xyPtaIcuVIhWU9R8OhxijOuJLKU/F2GMgCyExOm064AgnqFrunDYiWwFqgW7Xb4WLi0gIQ+mufaRrv6JqlpCCmFPflH7YhpyJrFMSXbU+10yspsvIzHwY+hCCRC6ZAkoZKXSwavDMR+bd9ja8ut3fDCTbCE/28fGjD5BXwnTWPP3oG5dPvvT8+7/xm7/xa//p7fXLGEZhZA7AUrQGFO2lWMPmIvfmFxT75hybZy4BJTMDkNwDk28zE0ZRiaFMZznmBACAJtNrrjztvc7VW6CpsifMjMQgxTtqO/PFpk4wE5oYDQi8lW7/2B//r/zM7/kDm6sPrvfd1aP3DmP3gx8/P/SHcRybdmw79g05z0gRSQjooD4tmXb3CTkR8b4REWEMPO2eZoau8cw8hoDATde+8+y9Z48fQRw+/+QnY7/d3ry5j4EHZJFxDGPfs1/h3JSo2KXLNMVJNaXaUdzf31vhhPlAa2uS0ULCtv7ipSs6o/fe7/tDqagIIXTUdV0Rl8q8taa2ncRoqVfMEfZiDKREFHjU+D3J6xA9EJGZdf8/Mx8OhxCia6jzLUcN84EQ0uarGKPyhE23IqIY4/xYcrgCF9phzwdokglEtjx878eXL2/w9efd+++vnj5bP3gQNpu+ab8f/3Tzu8JHH/7o+9//pR99/z+4v/lbDj7t4NozNAwrgRUD9iA9tLheN+e/Tj0RkQeHUWIUDigjMDcoCEyMemx8XvHRrQ+QrZsqovTMaQcOhUAQmVKeGCAU2LZTDpUpS5pqxrPY60y07pCRHsBQuEiy9sysIQB++pNLkgEScDgAgmpLzBCjxAjM4IYLRD1rk4FEKEaIgiECg4MYYYjACL4FAAgB2ggiTMIexQMgQGSIAcABE9CqDb57vR0G7L77e3/hF//QHz5/5x+89b7HBs7Cbvv8zZvXYXfvIEpg79cUH0K8AH4I9HjEZuiHdQNRNJhYICXEIwFBEEZAB5ZDCRKO3hEwNSyyBxSM7FYosvnoisfB3V7zi8/2n3+6u72B0DtPuP+kW6/JNYchCPh2tUJseIwEjpkxjhiiw0jz47KHcCi8pgge51zKCqtqqiffNlhngSCXE6wgIghzDNOBMEXulTcqjVGLw+RRsJ53XvjrC32WbG6WT0g++0l9NUUZDiGQo1A8oCnMzxHRarXSuIdhjHGZn2bBsvu+v7m5CSHc39+/fPX66dOnT58+vby83IYfPLjaPHh8/vOPfvHb33ry/Cdf/eFv/pVPf/Q3m2Yc+rtxBHaw8R6AdvvD7WH34NkVyxBCkDAKMCI0zrnW932AzPZZE5sCCaMX0zddWmqmKYx65i0QaMyqntbpZQogBiA9pF6mldjcryhkMnlP5i59ZAjShLblYFOrRwtANLveBZPrAxHQ79OdnD+NEFgo9uxbajx6FAZx4EQkIqMPiKDBtzGk95sVMLoo7nYLI9F7H/2e3/1zf/Br3/nu2dXDkVbMsR/242F/e3d9c3PT93skASFqplPKCk4WTapgseLYMAx5DTHJXhRwzmlonxqJWQghokCIkYg2m41/+s75qtvevNne34Z+kGY79OFwGMg3XdMBYkiSChwCE5EXBHKwwLBcCj5DVgeKZyHG2Dk7vwY1bNia95MSbOlEebtSYrGTicA4hrLZ0dYYs25dEn5oP3ybOlTUyJSJmVkDebQTuggex5EYdEdmjBHBuXzK6TimdQHkoCHbOmJtQhCRvu+HYbi7u3vz5vrm5ma73T569OjJV5ue79/cQUtx3b371a9evvv4W3ff+smv/NVfPsjzQ/h8G3tw0HYM7ehi6F/duAbWDTQNAKkoiMOQ3IeiWbkJGTwACopPUs4wzmwrVXIrhg99o5uS1QJjOeAiYVeiyUmaRYmr9H52cuTf48FoB5eji9Rrqfdx6leCHQqingg5RIFpU6IAAnl0gt5LQ9wxg0ZBMaITcec3IcAQgAScA+cwCsXYUHvx5rpfXb3387/4R3/PL/zRqyfvo99QuwoDDMOwu7+9vb2+uX613d3FOHrv15tzZCnTjSRE5LzIqJiTlGeGvO/WNSZ1jcn1ovkeQVQ7JwARB8gijITkabNawdVF//Dh/fX19u52dzvK/T2MQTHwsD0AQNd1au9xiJSiTGckdLbewNzWAsXikjNIpF0UVCfagrx8Kze9tazYt6NZsGrtyqLiGAqjsi4UpX60HsX0WvpWaUgpLZp8O13X6Xaqvu9DCHHkYoDxHsk7dB4QD/t90zTet+1qOgmkECEYF7UWByiUkuXc3d3pCvvFixfPh08vLx88vHh0ub7i7vy8e3j14MOHlz/75ff/2KvPfuu3fuuvfvz9v/7Zm+8j3G7O5HyzegeHKBACjD1EhqgZGwSwSYf0AQqDZqkgJuiGNSMAcNoQiAwQGEXTSolkswsq1YHLC3412sBEb2oGrNXLE9Gk1gk5j1PF4lPlaAxQIgICDgnVhqp0CAASnABEYE50jiIo0LQdCHJgCegEEByiA4CbHbQtbDYASOOIu5H60EReAVz8wT/xD/zs7//j5w8/OMRmP64JN7L3d/ef3t3d3Vy/vr29vr+/G/s9Ebi2IfLr9RkWw3hePpGg0hjnHPgCqGgjIoyVjRoQQZCSl4kgJnbC7YpkHHlEgNHT2p9779qz84vbDeKbN/c31zFG52ANDhG71h8OBzJa4MxAYM4JLnJ7v9+jyT1VLDQ0Jf6aTVmx3wCA1wQAFR1Kzlthl93aXuOmrUlWfd1sNkVNtf6WMQ6FqnNs6kSoJRZh2hgCAkCaw997j0ghBGbwvtU9xyBojvuydAiWDstKstDh4XB43TTfv9698+z9j770jfGxGzfrg5MOWw9t124unz38/e99+/f8/B/77Pmv/vBH/8kPfvArH3/2sffJMkkE5KFx0ABEgDEmSSIAiFFFHwMSrEnXdwAAzMCADvUCGEjKWbIafTCZSyTZ3/VaKatSs0VA3L5cA9R7eWFBtIirPPfTydDKHBPxJXGYprpxwsyRBTDtrEIQAiYcQwzM4HRNj565F5GmgabpBPzNXX9/iOuzR1/6xnfe+/A73/k7/sD68pnrHu24o9XFqr18c7f7/PPnh92P9vd3d3d3h34/jj3H0XmPiLu7265dn59fgAigMLPwMIb46GzjmqIoJe6MRH0/AmDKWpdzzwGksD4GECTdvInIAI6A2AmKxFE4BhJy3aZpN27lAq32Acb7u5Wn7vwcxnHo9105P1QwZg2iFD08QnJhZs1V0zRNnKdZshRo0bXIIWb21vhbPrCSsJhYVOIRJFWwbBDWP9WbacNSs/4QLc8gopSPsW2tEbVEr5M5qo0ZQ0jLw/V6PfRDMfwsKDBb/HPcNyICS5S0kTqWM42b+PknL+9f84/Pr58++ODpoy89fvju2WrN1AzM3q9c9867X9k8/OBrX/nuH7i5ff3pL/0/x2EYhp7DASM7YaSIElAYISKlJR0mO6eQK0EOGreGarvRcO/UN50VZAaIbkrLPyMkzjSmeTsVz5AC8ex9NyM5vbb1IAcw/o/MbXVBKgiImkkgc32CDlHQh+wHAwAQiBGjOEAHzg+I0AcIAsxwGK52owdqVldf/uBbX/7y137XR9/47sN3PlqdP94PKLRC9Ne3h09/8Lf2+75p2xeffdof9ofDQSQiabxPjAFDCId+t9/v29W+GzbcDBGwP4wfv3meMc2JCFASlbrxQJ1YBIjokRAAYih5jPOQgQAgSHTkfUtAPgwDy4ASGTHK+cNnnV9tXn36yfWrz2+vbzxEQnZTVCFGgSqZg8o9yS4TMGFo1XEUtBAYWqxx1UceCwVSSrMBINKY4xfROCR4TDerLfrqTlFVk3OqKGYumdFKfkhN9kZEShXDMBRDCxF530FWRUIY87rcbbe7YRiGYdBMW3Y8ExvXaxYB0PQeEFkQiFzRug+3cIDDzr3edmF33d/d3L9+8+J8c/bo8YOuc2cbv1r79eZxe/7w8ebDs0fbb334s69fPv/4xz/47Cc/ur3+PA5bkr2XvsXRQe8hkIwOI2VbaGzu83ZZANCjUQCBWMBBTjomJAIM3gFElzQFcFnVZAAkBlbZZW4CAASfCYMM+c2VWDBk6ceSccigpnDOSggghIigm30FyDsRQQFGDYSGtJcGgR0gQkCIESKAX0HTgQvffnB59cGHX/3Kt7774de+vbl6vA9wtx9evto2680w3L5+82YYBkC537740d/+wcN12/d9HIPz6NABMEeOcWDAfre/vb7mCOMYd7tdZNnv+46g6Hjee9e0KAAkh3ELhIQJqZwDcg4RU3Rb9trovj3V6nXDvfKtiASRBZgZfLt5vDprmm4cx+c31/t+v26dK0mZkRiQZcn3J3KSbJgpmIwlRX+cwtmWv0pxswzclkA1RKCoqYUUV83KLkPHcVRJpd5MMf4JlX4psANRpV/J77Tf74dh6Ps+2XazLQcIRSQKjzGMYQRIMez7/tCPwzAEEXHz47JxYR3F3D0RIUCPJHlR4fDMOUcA/fb+8/u7V69+cnV1dXFx8eT2yYNHDx8+fNjuW3/rV+vNZvOg697Zr/dn59/+zlf+0LeG3fb6+fNPfuuzH/7am+c/OvRvGtkLHAB6gB4xiARAGduJKlAEIJIAQCQGEN2pASlPqhAA3GdrtHASd0goAkKohJdjuXXhZ89jquktmUDtL0BXCcl8qdQYBUp4fAoGaIMgSAQkAIYYISJEgQgg6IFcFBeA/aq7fPrsyZMnf+e3/4kHjx5fPX5M7Xo3xk9vGHxDq43g/uWb6/v728P+fnv78ub6FXB453E7boFQmMSjS2p65BjjyLLF+xhlt9tvt9tucxZG3u53Pqt2mkap6VYapXx5eYlA1PgSYJ326boWdFksIEgkwMgIQM6hJJ6M1PrGsWNh3mwurt+8kn68vHzy7e8056vu849/EPb35IgULuQECeZpNltfDjnP+ySdS47BnBhK8dm1KX9UKfqnzSDudYFbKK0sK3U31GStysvFu+tdoUA2pVByIebk9DxblTUkAIzj2Pf9OI6Hw0FbVO20qLX3w1h2Xq7X6xCifqLuUefcOI66MWxGdYgOiYWLxUzy5IHypwiE2DqP0UNkZAFiwFHi7vr1m+trefH6/Gxz8eDhs6sHzy7OH12cP9icy6rDeNF23nWt69oHm6dPv/roo699+xdd3F6//Pj+1Y9fffK9m5ef9IebPvYOBhHm5kUiQgYRcAIkQACNS+czcIA4MgF4YudgO60DVUVNjM/l7VPF2pqICtciImBN+TaQoA6sXfmRGYKmDRBwCOW48RizP5NSUA4zDOqoaEDUHCUQsGFcH0aH7ty3lxeXT778te9881u/68nT9xw1o/uKAO2RhGnw2PN4d7fdHV5f37wch32/vRkPtzzuKPYEIe63IV4RUUMuxhHRN96DyDgMwDzstmEYyW9fPX8RhMk1XdfxYSAi8kmHUlIk375++WK1Wm02m65b+7ZRFt80DWBH3jWNc94hMmvQIzoFGihQnUtrGOAhwNWDJ7G/77d3Tbv+6te+tWmbH33/1/vd3aptmqZBICFEmilfq5w8v/jnmHm9Xqs8VARWasyHAUxZP9lsptUZ9GWffzGW6J/n5+cuH3HIOZGjfqxqp67i2CSqKLYWm5l8jEOxiJb4T2auImyK4YfAESCzxDEMMaqbgTX/mgAiNt67ecRM1jgUWScblLk7FY8BgAGC6C9HDc7vt3ehH3a7w8uXr9fdg/OLR5cXjzab8+bps1XrN+vVZuW7Fju/7qgDurx858Gjd7751e/+nXG832/fvHnx+eeffXx9/Xq//4+YWeIIwijcIHhiJzz0Y0PQevANOAcQgBk4QNcpASrjAMp7DzDvgFedUFKiaxjGCCknRzKoJM6akiknoCYlE2C7H5NVCYEJWCAycATngEUloQpnBERwIK2IYGQahAK10J01/or85Xe+/rufvvv1Z+9/c33+1LUXzq2HIHfD6DsYxnF/GA/juB/G/WG4220Ph93u/hbCEMcdhQNyaIRBIgLrxgBkAUioRkSt8wOEYTj09/cjxxgkcCTfeO+JJ+dZUkrbxrtmvV63bdutV2270oxM6/W667puc+W9565zbUPekTIYxJEFEQk9OQdACAISRbA/7MQTiUPXOETv3cOn7wLA7ZuXY38QDslDNle+NIBbbRxKQbr1ifMm+uLedEhstviVFE9gJJnv2rUVlJAMoTL0Q76ezCfMTDDLSVxo2Ka157zhEACG0Nv2AEBZmpgyWXGYh/wnIjKDpFxv2DS+xHxVdKUdKLXZeM8lHSJu8w46XfUAMAogBwnj0O9Y4B7dm9Xq+fnZ5Wq1WT1/0nXd2dnZ+fnm4nxzdrZZr7uuwW71ADESMq2ZzuKjp+HRzzCwuLvfPGx31zev7l6/vrt7tb15edhe74b7sxXFsNsNe+DeYWwcOAeeIOw1DBAIgRAQwQMCQIiaBDVrjvli49X0knhw2mIviFNC/Zltxm1UHXKAiIwszAxRYIjiqKHWITph6GNQaO+uN91qfXn1+NmT95688+Gzdz+6evrB2cWzm52sz5649mJ3oNtDCNKQa9G5N/e/cjgcbu932/vDvh92h6HvRx5DHIOD4JkJnYeWxBE3wmGMQa3CHlNofkNOj+PdD9vd7W2vqRuIiCh6hzHvuxNCRHQpY2fXrb335L2Kx9Vqs9lsVqvV5uJh27br9bpbr1erVdO1rm2cc568Jmwj3SAGpE71jTChoBDhCsYhRPDri8fvNq7t3rz6fH93hwyRQxU7WiJMMIdeqv2W56c1hRBa3xT/XFnZUs4KlYjQevdLEEwhifIn5uDsMETNulGyl+qblBPSjLmkfbrIbdu2bevmR81oYHe5U0hRYiAgxBRh7LBBbJ1r9IzvhHBz66iDtNXe0CHo2hIy1WKJs3SHrLORCCATgxcETemFhBEEZBwP1zfh7v7e+eefuqZZr8/WZ5v12cXZ+eXm/KxZrVzXtqtutVl167XvGtc0Tetc6x6v3kPq29Xh6dMBZQDex3AvYfvZJ98f9tfb2+eH7ev+cLcb93HsYxyvNv3EoVg4Bh1G65wAQHLWK0FGAGCHIsDMgpJT1QgINqsu1yOFS4rAlq8SJxVUqJJvnGtilCAYIgPQarV5+PDh06dPr64ePnn3j5H37Wrt27XzrbiWyW/H1q/bffT722F/CH2MkWnfj/v9fjf+7aEP+32/OwwhCEdARmBo0JOgS2q1B5bIQUIUGSIAAUqjMS2EKJ4ceCYEjgHC0DSN80iEAMwSkwkXop6cxeyB6DD2QilTrrJ1Tc3UdVe+azebzfn5+dn5+fnlxWazaVbdan0mzgOzUIOYwrCI3MV6FXnkgATdyDKOI2DjV/7sAR/68W673+3uMQaQWUYVe761ynbvvd1XYXf6irHnWwFWaNj3/ViRr5iNNohpTVg0Vbcmu9Yq3oX7+/tSr4q7lH9KQtlXEecHdpfelGWkiKzbdelijDGrZ5zznZIeM1BJQjU72mC2QtugZpts8gkqHZFAHAABeMkbfIgIAR2yQBCOsZcIHMctEo33zf2blWu7ptv41dq1q9X5xer87PzBw7OLc7dqfdM459C7rvsqADjP5Ng7QOkd72Tcf/vd3wt8ENlj7MewP+xvd/e3h8P+9sXfTEmA+qEf9uOhH8deOPQxkghDkMjMyfuKwCKDJKefpjtPUuI6H3apswY50+bgP0B0RNS5tuna1WrTdCvv2/OLh1eXDx49ffbw4ePVaiWgPFSYfzc6cs6hI2bux+HQ7w9hZBj7MO4Ph8M4BI5939/c3t7d3QF+rg4pZiYhB46oQSCvq1iGwCiIwCIBRAg0TBIBwQEQM6MwAHhynaOVdw02vpv4+yp5xZHzZhTVrlMCJI4iMg4wHGB3j4jY+jvnXLPq1uv12cX55eXl+eXlarM+u7hsus1qfdauNt53SMLiAKJ3EmMAYecctisA4NAASHfmLx/z7rB/ud2FcVg1sxUQQfax5oAyDpGzYYYInQbK0LTjHudb/zRARYvf7XZFmuE83qUYnQr9xBjVkVr8gZVx9divFxH1Q9hju+2Gw0LVIoKUtjIiIgESoICgcNe0GREF59G0herQMBiQKshBK4Ioq/wBIRIgJGdTiruNIgIphssBoHMiGCPL0Ac+bJHu0XlxvltvsGmbrm26brVZn1+enV9dbjab/+T+TdM063W3OVutVt2qJe+J3Pp2fyBatc2m2aDztAbpmGMcv+J+QUQij3EM4zhIHGMchcN2ey/MzEHiGMLAIbJEZr65e11pEBq5osYtR81kzXcOETcPv4HeNU3T+M63nSMP5BBcs1pzlDFACPyGNbDBkaftHmM/juMuxGEc+2E4jKEPYRzHfhgPu939/f3dod/pkTJExEMEAPUgkjpsYyAB7yHo4Y1IEUAIpQHW0CF1qVOKdSYGQnBIq7Z7cHmBJF3XEGUejdnApskBMFkQxzGISJz2K6gqF+O4jyMM/XZ/R3c37c16vT4/61ab88sH55dXDx89vXzwaLUWalokD0Atstctmc4xeSE3DEOMvSO3uXp8td9v724PPM6zWyRbaLG+EJFaO6usZZA3Ky1detFsrPW6QZfIOzd7VROAU943FQLHKCHw/e7OCszisl+tVkWDLTYbZnbNlBdQjcuFRItZ1fY7xCHmUxqdJ3Je8t7GXPORA0ZnxIYI00G5KT4ryXbAwGfpzCAQEHWkM2nyYmZMSy9H5BERBaLTnMoEUdXAHuIo5Ib9vffk26Zp3MHhdTo7VS7feb/p2tVq1XWd923TNG239t4/efI0isgeAUAQ1NTnfbNy7yAikriWaIWEQgQO+IpYT1QUicK6Zg4A8FFzkcc12/IXxpQ6ulgxlK+F5KynKDIyHKKEIIGRD8CC6sdihiEoYx2Yvtf3/WG3PxwOYTjEMYRxYA73N7feYeMQWDAOEqMggnM0rBDRpxORWSQCMBAQBwcSHQASELJgFA4MElBYIJ/6U3LPcYxN4xq38Z6a1mvgmq6drHEeQFN9pYiTyNM+Vb0ThkZEQggjj/1uGPrd/f0dNX5zfb05v7y9uXvw6O7s4mpzdrnanLdt27E474h8AA1k9+iEGYQH16zOLx88fvrsRkY53C5wrCZLlSsFmWVuNKEc7qKYqcsrJSVfTKDlQivVnMTqACy2UBFpvcOcf6pQLMzXeJgjAEV0n8/sVA3VYHUTk5Wl2r+uaYA5AnpyjpyIJqJH1XhABCTiXMZZyXAKRqVEXiEKQHQYAQBwJAShyBwAgVC1KQ/sOEpkHryQJLO+cNqGQsBCETnwfj/00jjx3qFDJPnexx83Xdt168a36Jum3WzWF+3q/AfPf9B2Z936vOvWvll717i2895DvEAEctgQOEfeITlxekKRMCGTAwdIlIJAd+ODZIVuFKJpcd62Lce0tE42Ot1i1v8khDAOsR/jOI5BN9QjHYYQQuwHDoHH5Acax3Hk5tdCCMOhjyNDZI5RQpQxeqLxIHsWQmzIeXIeCCOEsSFA9IAkDiISIkUhCHFkYhJicow4ShyZQ4yNrCWHmDEQ5n0CIpHUYgoShl45jvMoIsqFBYGZNRwGEV3bMCMhI4EjdQN5EZGmU7ztRxqGYYxx5IMMdDj0d3d3N3f3L169vrh6/PDR40dP3r24uEAXuvXGdRgFozjyTdt5cs2wjyK82pw9evRIDnf349ZikQLcIluReAUnC2aW9RearX+FMkXEn603ShWHflC5rsu2yo7ikHzjEHG1ShuZQwiHw4Hz9kQlsNIhwzRSUA/HOCSNmVZdl3bci5AJWBXmiEDeoxNEBNIVucQY9v0+sRmHrpnTWBghDKu2u9vumm59c3d7cXkZDr1mtEfdR4dCgEjSgkJTT9AWABZgEFadNEKIwACDikNwAD6yCEskICDHjCTEQMzKxwlQArCwILBEWPeP3RYRkYmIYqDtHe6Enp+fnx/Qu8Y3Tefbtmka17REtNqsMR9IYllbUWxofhQR0HPLfapr6+xR7hYOvRgTd4koLCfIllW93u/7vdamIHYAiB7AExEgoEddBcV8qDmvdrBchggAtpiEIGKUhh3F2IoXJmbQNYVDAKfHC4YoAzoGYFbl1k1Hf6YRckrCpaoNjIKS0lfNmCzceMLVyl2sKcZuHOIwhDHEfhz63f1w8/qwORtunvfXDw7XP7m4uHjy4btrPG/kDLFzft2CZ3BOcN2e77Y3IG13+Wx9GF7cXM+IEEKMwgBtuyLvOGctC5xMpgQpYkZzexdypZx6IphDLPzNzU0xkOjcK/mpF8HaThQoaiBR/CiSsMjiZdFTIylHu2IO56F8fk1hLaIHR7lkQSorT/W66FEbdjFZii44GUbnnK5VTuqrKWj6i4povFjqGgIJIAiiECCl0x0wxz0XjBXRtMUhLWiBgFCECIHl5vpOjSnONaCaCSGiUyIsjKzoI0WNKZBPrJSsa950ecF69U7sh3JTi/5p1yRWdbc6RCEqS2O2ud9usfpzpa00TYPCouY3rg+xrDQdyMetwyKscgyBiDzpQbzUNrJaSWQZI2/3/e7QH3b73XZ/fX19c/vm8urhzbB98uTZk6fvdWslamz82ntH4MPY8hhI/Ppsc3n10LbuXCPIZFZVesRgmUrMZtu02yMzO3sAdhmXt5KxeNj1JSWSQoRZesYyZvWNlPEvGTNorHCmPYsf3pxXbL8ax6EQanHxA0CR/tbEZOfjcDh0601gTlGjxS0BToVemjNJwtkEU0Py3qYdDSm8M4WJsYcUuzLxs6lt1P/KTr20fR0hndiok5T8JXrILkZbz83drYV/IbkiCS0d6vjhWEGzDrG/kBN2VfNSfVh+nZv9uaQWyPEfvy06tC8TCtpsqBIRIcaIwsKRmZGn1M/2QwuKEuxhV1JElHI4OeeQEJ1wOvaHnN/3w83d9vr27ububre9H8fhsN2+uX9zf3t7OAyPHj/bnD3qVgCMjhrX+aZ1UTyyO9ucP3nyzA4n5pMGEVGyi85yCsG0aUUTexdNpBhB7Pv+/HxTVJdU6cR4BPKmOZFETsVjAZmU9cNotvnOLnA6+0KMyhRNsfx4CH0haR1bOVujVEtzRNSw877vu/VGLTqcPDMpKSeot1oNAKLJudJRIZAyuGh8tAq2lI8sU2MDKThbAIRKGIAOSlAIAQA1QhGAUVNBkiJa8nExeN9wrregNWrePhPNtBQ+VbFEaMnjlCaiUfy2RYvQRz+xpbRbMGSa2UUfjhYrZkXyETwIbi5XQwgEgiBOl+YIahsr6x2rohcirLqBiF2XAsoIENGBU36aBEzb+vWmO9u0t3fb/dDvtzd7ORz227ub2/fe/8o774bLR0+6ltF5kA4JnXORkZr27OpBNSgNpVNyAk7O+hJ2IiJ6NksYUkZ5NuexVWu9tFOr0EBZTqg6akGcxkmCKDnoRCbYTilMpBwnBpA2vFcoJSIaum1JVz8p5yWWWVdPyeEw5cJZIso4hkO/6/oVkCfnCHEcw7GAmSWOUM6thrq5IdefU6dCQwICEYUJAJDVgZ74NBAKMqAgERMngzwgoqDuEEz5yMY4E4CI6dCpiqHMhNiCCKFeb08UZcc5nzVa3oRj5FSevA1aP5316+iHWpAFpt2yzEqWCKt1RwK6VYMIPDm18HI+raWERFtbaFGwJ33KiZ7pq0ToUvI418eIiAK08kSXZw3hm9u43fbjAPe7/WF7GPvQH4Ynu92jx882F5c98aZr0XsOyEC+W9nhMCAIC0PeE4qD5lgyW3N1vKuuKx2GHC7mvVcXf5KEaiCxklBLjNH+aZmZFXTlT+dmxwmZqdI+6fsMkP6pAQCyVR2z7tF0reQ8/gW+wzActaYWbBiGQwhht9utNudEUozFmaicZmNIAKwRJKUGzH1QfE+4rucNEmQ5BwFIUDQ7uC4XPYETQEHnABh1sqH6RU2OUs57Yd3mC0BTQsul6lXh8RGeaNYO5f7sTZw+t7VZyWaJvGJbMyF2rN2fpthKENkEGag6KgKxbdckjAAkTIDq+FJWZTfZTJu/jeSw3Usn7yIRkUttOeAgMQoAgyBA69CdrR3JunEvtvfMY+zl9vXLoQ93N7fDMHzovyJh7PxV2xA4DxwQZo7C/e6AiORQJGnOeXRIROSnNZ3dpofZelKIJRGhdfrZCQ4hWAWgAHHyopqXLfXbCzvlYlTQ0lxR5QuTK+FpiKjSuBCeZCtfZXfpVu12i977w+HQrc/6vm8Tlggi6ebzCXWOi8Y0wESok/2GEJiEARkxCASEQBA0aTAAMvgs8wgkMlKUCICClNVOTEAip8tOEo1TZxFCATZMYT4FiXPli6RgA8ycUUdJYkmrRwa8UHfzxE3Z3zJMJi5cUfgXkmJ52VYIAC4Lb5QoLEggIQaJCEwCGvSsxgZA5HzeGJvQrirYowxBvYhKhASoJjUB8aRGFAnCDqjtXOs3Z50Pjrf3+35kHvZ3Y9Ddug7x6uFjQtDFGjpfrcT3w+gcNuwEGFgQ9RgItbg5dISIwsDMmkS4uNMLN7G1TRm8CyvVP8s3LqfaT8bMvMYr02NJtOJMIkI0I57ibywujWx0TS8chl715q7rNGBAv7q9vdU+wEKF22w2d7f3Xdfd3e9EpO971NzBGd8ABITyzjwjCSd/o+IKZYoppCPIIyADBMSRZAQcURPNCAMQoUeIgg2AIDUkNEAUARQnhAAOkAWJRHRjKwroRiJB3SF43LxRJgXmZIaImgfdkg3mpJdwjCqOSjA0qg3MhaQaZqpvK55bXfx2SzliPtvGGABCCMrvNJDCFXO6OQBQ//TOgVG7Km4SHVHS9jFZWTkiSwgh7WVlPe7eI2Lj8enDBxQlDNsAERmG/d3rF5+JyEcoziERNK3znhBnGbiRqGnapnEEApyQPINKOEaOGjAQO3Xmtq2SH5tz0cqg9FD3lEiuNJFbEkAOMcZhyiYqnC60ihIZk+BraL3oDLp5V/VeZ0qZ4FKJiDx+/Biz7Ug1zMPhMI6j0mox3FuIMPPl1cXt9r5pnEAUieM4MosQeu/HoV+tOgDQVFGSz0mlHP7qnGvbdhiCmrskx6Zo8Y5RosAosQ98AB6ER05hKI5cS37laIUUUBpBRxoHh5yOUkwpNjStXRLPkByYKBDr4LoME5s9wDK7JKNzxqaiQEtkRBSYlt/zyZxqLhdHBSYfi0MEQ/ZVVZb4q0+KgiPWQTLE7mwjEIfD6Hzm+N6TnjPBgpJSpiEiACNOVvSiTDGzzUuvfdPmhjioapfSvSKQJoZqWz1SW6MXCbjxDTXtCpvNar1ev/ns+eu7/a5pz/fb+91uF0L40mFHDi4uLiJrzrSpNN3KORrHYdU2LNy2XRxHIhJEAAocmePIMYTw4Pxcu1fCyLTDOcqUiMifnZ1ZGFmuU+Fr/ngsL1h/lBKYvmB3G+73OyWe1apTfqAvl029zlHTTKQVNebI7MMAE++2RAUA8J5i9KvVahi39/f3/RDOXLPb3Z1dXqixFACZY9d1GupelsjCaSAhBERJ2XcVxwEABRFR7oBDDH0MhxD3wgNKUH8gghP05Drv1s6vvO+AfOsvWE/zAAb0RA6FwmIdm9D0tNmo4vTL6+rl8qiirkohtNdH3//PVo52wF7Y4UxUKukUOhFRIiR0CIySWDMJDDLtIdJvm8YBOObiKtNTEsZhiCISHeYVVPpPWFiE46isv2kayQEkcRzHMAZmT26zakOIIw8ckHx3f3d9/Waz2WxE4vnF1crNDDPoGvLkiBrvIowOsVm16gsZ805C7z2R3+12zuSPK/pj2RYMAF6djKXkgVERGsU6EtMW3hm4C7FpJJoec1G2/zrnrq6uCvfq+76Q9Gq1Ko3aNd6Qk2UoBRZr0nIKS+F8akc/hP0waudfvHjZrlfX19cXmzPt6qrt+v5QqhIRHatkXwgA5DwZ2h8GQA7XHMIY+jjsIw8IgUAQ0zkyDBjxwLR37VpiR967ZoWgK4VIDoWAwXlSP6QhJ6ll1BKtZ7OeB75EcfvJUUo4+g7OV3f/xZJiRX5ilF5VN0h9NyDAEVgE2LafPokcRNDP9q9aC0KRkGBChXzXOUTEtNEBkvxk5x0SIZEAxCgjpyjLYRREbDxdnp8xw839PoYDIm7vbl7ldLhE9fmE7WrVIDrklnAEAYBi7hhjjJpZgzw59BKXnm3UzC/5ZiLCQqPF71myoRU1QEWTcynGqlRh4wCKpluIZ7/fFQ9YyUHgnCtp863YFBHOC8XValUgjm91DXvvNcx3vV5T02qKbh3Uq5dv6DFo04i42+7PzjdFgGvOzQIXyfHHSIo3zCLcv5HIwiPy6IUB2OkSX0SAUVCYhccIA8YWA6G7AHKOvKcmQoAISIjkRBLlmcOztVghWa/HMJl2zDJMvljuVb/V9FcisXr/FJBPlYrwln9aOoSJikAmvQNIgGMEYUZWjQSz7dMjQsrhC4jqHRNEIERhiSGdBdbkiD9Ze925zCFyiCo9mLlzGxEJYew1KxIXPxMhIvnm/OyMAQ/DsNsPoxxQeHd/++qVJ++6zbpbzSQhoR/jgCRj5BCGKLF4GRgInSdHzjfOubUn61Mps6ARYMr6ve5+KPaSwlHu7u4s+4G83tNjbjmHCECOEy8uBMibCYsU1mwxSntKz33f2y1UthWO0eVsItqEXXYepcb1utvtdjEGIlqtGoHh1etr1YGZOQTe7Q6Xl147hgLJRMMCNIXVIohwRGQARuDM2kYa74EFRRCiqLM+iIAeyEwokgJcI4uMwri/f7NabZrVGaEHCaOwgJDT3WcEWdZKsv0cD3+xKA5zHRIN6ldktiQhK4IqpfQoyck8bO2nLEcZQWnL+hJAiRBz2ENehyL6cRxIFPJAgOrfU7Mc5thau2GgxF5Cdr4p0+8hROEQQhjGOGoSERGRXX9IapdIFJC0qZcapMDRAbrGnW/Wh/PzfnwzDofGu/6wg1vquu7y4urs7MIOeYghHHpxCDJiHCWOBIiK+a4h35BvyDVEHmRUm38Jlym+ijIWLxJFGFHIHO2MCIfDoQC0yH0dcxk/5ZNllJKLa7Hs4QeAd955J6Zdq6MmjNFM2zbsqOjAANDkFq0mLMaTWWa3FETU4NIo4pp1salS3mB1fX3dNI2aLtRK5pwTcyJ3ygmKLBKRGEAExhCH/x9rf9pkS5JjB4JYVNXM7uLLe/EicmGRrGKXVLNH+P9/CIU9PSxOJVlVGdtb3P1uZqaqAOYDzNTNPTKrZUbGJCTTny/3mulVKICDg4NaS6eTmR/MaFVEoB1pi4smQyZmNCRULOMlgC0oDAYyMBWDihgbBKMABPR/TyTYbOtXe/u/C0d/69Z+Gwv927///8P1F91gu/OtJ8Ttn9DrMvo3iYiRECGsG5RpYWhtCZW2ToZ+V9+a5/kms4hIqdVneCEiIhPdbiP55MyYYkfL8FlCFoW87OcQwm7XD7duyllrUQW4XS+n88vpeXc8bJ+XORYcKbA56EoA6roNBBRgdR4iVusiBfoO2G8wh5kF57a1ZWrP2SzqFdcyQ8SuS+hNJfZawjJTkcrMKcUNcFrN7Hqtrq3mpouILsvTPqd3n32j/2y937uP/K9tl3EcdSx394+Pj4+qC9OiKbs9PT2pKhMeDofdbrehL/rhYgYCoIgGWFWk1jmXqdMCZlJNqlo1UHSQhYjUzEyAAFggIgESM2kteaQbcQ/c7ZnYDIsIR0aDd8p5/8b1WwNbQDKDZocNGoW2uf0I23y9ll3+8qJtbe//L+Houx/B27Twrz0pIjJjpJQiRw5ESOuh31BQM1N9ZTg2IXozE31VeJht6c4BQGZ2C0agnpjIZUqjwaJMgIgg2ZOjUgpScH2acZ6zCiiWQuN0PT2/7HdvjLDre5O5S6FYDUham7DzYgxiIloUsANp7qoVDtqp6n8SHEppYWuzt1ZkbAFPKy20hNBWJFNVd7uda8n433pdwQNd2PRntEML16vd+hItvKWStsfeIrTvPkWX2UopzU9Pp8tL1+92+2MIETkiopqFEA6Hw9fPXy6XUwxLH3qMCTau1cwMlrMZAMxEzU/Tqgq1mlUwAQR0+M1p4tWKioFBRYurXKjVMk23RMyx50SiplX/ovH9Zcz0r1//xlZ+92vbVfprX/+13///9vo3LHl7w3/xXXBlNYUQUoh9F7uYiBBUa61apYVdtkazzQGqapO9ffUT0ac7A4JzuJEREchn62bR7KNQEDBEZqI18qq1IAERpi6klOqUBQBMXWLzen3TT9g2s4iAiZTcdxGMDKGd6M7nUFPcEGVgFYlqdkhEoUxFNr3wLT68299ZkyHkZWgEMxtU2YivLfaJWHOuOV9WtrjfaArBFbXfOb0Q3sQq27RBa0VEBPRU690fmhnY+2J9CCn23eHuaL/+2g3p119/vnuYD/s7k3x3GGqNT9+ml+evh2MXw/GHTx//+//7f3z3/WOxqYilbqcQp1z62MfAmkcr1y4aylTzN9LJ4LtcZkeekJzHTIQUjIAZMKIZmli2eTY0iB9+IgqoUa/PUs/D4YcQHgLsSukrRmVWrIyVYWasBJV0/7o+sHlYXfaor4bLY7fVaOdXOyK3gcz2p0H2Cwsf1bACmFI1VESf1E0CAECIbAAAVGgiNERDMgJjYAACCQETGiMAAwIIQQEXj9QBEcHFgZcqpZoLxyELkBmBAVgAIDOMvQAJEQKa1cJQh67rAjGlQMhqMo91PYsBALvenaBvj7Lhe2xdSgMUh9T5LxBRjKlVyV/OZzPznAhcDaTkonopwgGdQBwImCGlsN/FnEdVMa014ziFy3XYbrnd3f14ebqcX6IpR9ofHuasU61zrqVkNGCCyMRo3e6wNDFJbTkXEMYutdMkbHO/FnYj4vl89iq2p7ytvldqaZDmNjn2ukd7qWbMuEX2NofiOxyoHZm2Sbe2rrLBpLipW/oVI/d9f71NiKiq85zP5zMYDcNwOBwAQFW7rjMTQ0gp7Xa72+1GgV/OVw7T/vjITLXWsEhItRIzqiqBEiiaGC58MQKjVwr720MdrFZjVEIF9PMoExXDCqg+KINg4aOZvZmR9G+EhW1N/JB9844b1PG3RggABl5n00XuyhkDy3BNr5u4DP5SLQ+UENSNnlwHxAKhi2IRGAgqL2QBAtQtdgvoguFLR9gq3d8EJmFhVvv5q2qqACoiQiZVjAn4VWYFERF5tiVGk1UxYMsfpretFWY2jmNKyVVzReR6vY7jWErZ7Xa4UotwwzZh5kBLNkvWppG35QUzq6VMq47Wu5V39OF6vYpSFsm5iggaYCBFIFqEgHEFSloU6QblTxS2XQseW/pBcjweeW33htWHquo0X+1t3QZXggu8DTv9+22q7ja89DOpucHts9Hbq/0obQbFvIvKXGPHXMlYNAQtpXz+/Pn+w+PD8a7ruuPxGEPIeQlguq57eXn5+Om7eZ7rbR6GYwzdy/lEeBwiIbVWJkBk13eBhcPtR8o6WnlVld+ePmUGCxKJgFTqXPPINGBICAW9a3HpciRAMt0w5xAa36V98frNda+buRwBLbWLZq7kf7iQMpvgPUJ2puH6m+jcdFvIBsBGCOiUSwAIRgAGpoSy8FSNDBiBzZYxaooAUBHBLZMX4Fe9jADN5lo46lPiTNY/ed0MRORFLyYOhB5AqtaVSCQFlvLY1vv5W2wh07aX1BQAHKgbx3GeZ/eKTrqCt5VGMwtMRNQ63HBR5/YbRUM00Xmer6uY4LLY67bvUqySp2kap5pVXQIu+uCqwETQosttveD1bt0Ix/HaLKfv0zB0bdO7Wc7zuA0AfEHbTTRyqbfxv/NRtinEb6Omdh/NbTbPyZvG1ra520ZvKNH2XfyttUoKoVatQedSx3GCF0LEO7MYY5eSqo7j/Pnb15zz6Xz+9MP3iDjNt3G8zli+ffsWA6fDEJAUCJCRA0PCPCMogiIgeYMy4GsPr4/iUoK2ayowgDIgVJIidSKZgHu0iEgErAYEZmBsiECvhvdvopSbdfureV37YvsLQvOykoZEAdZxf6YGwGgALioHC5NzkXCFCoiwzFMhBEafgmoASGYZMZgVJELg9mEgeuVFYamH+gK5z3edYjULXvYjQGRMHLsudjEgqM9+kCpLJU9VwXRlU/ge2LIdaVU6o83vUEBVvd1uDsUDgA/A9MYA2JyYtlLJCXARcQNc3UBY6kkABqClTrc3M+u9IFdyzmCiZZ7nWs0QXYu4i44wkffubB11m5jEm5a0kLqlVOCz1ZEWA7iN1y3fejU5+ovNlPZ2gEyzclWt9S8rTbTwqVlgK5vA5oBvtjqO47uDsF3DMHiHZYxRb5OXZUII4zgCYJny/f0dMR8Oh1LK18+/AoAfkIg4TdP5fK5Vb7dbKQ9mvaB5iyBAUKxk5v8hAC1vrbS4mgXGEYTmAchna5IPLa0qk8hI1iEyAiAkMkZABAIv3+NfrbPBW8tc99B7+sVfu5aPBjMs8WewtXMS14FuDiTBEhgrIgYJ3mCpUP29jAjBxUIZAAwNMABWADaX3lnMl5ZN6z4Q1ncAATBQQYAliHB+lxluyBLjODp13Fy/0xY0vgF7tKElt22wDU2XjbHOQdgSrZqw2Lbc5UtkauiBMuBaIEG3TDUFYEKooqXM27V1KxjHEfIMqDnnfjhCCCF2KaUU3ABFtTLHZiN1M2TeDxF/qND3vbv7Vk+0la7pD+9F8+aX3kWPzSS24Iqtwa3qgoPCW7QANlJw2wtWPeN3Fd7twm3J334FYo0aEw/D8Hy6+C+IYb7NIpfrdYmf7+/v+2H4+PGjiFQRM4vJewZc7cLWL0jBwEgNqwCh+X/oHfK+k5bBELpGrUuxAACYAxqoAJKgscms9aqVOUUEWnr9gdg9kq5N+3+lztauzan35jvv4ou2jO2MWwjLy4eF6KmdIvkpAAqqtAzVNDAI5g0iSqgIbngB0KqhAy5mhkA+L3e5H1xn1ixkNGp5ICwEA13YtqhMvb++qahprZZRTWopRQHXGOM12grrgzSP14749uzbDYa2bNEGJbYKduN1NZfoEOtyFCAuU1R1aecHATNdDhd5E3zhWmlLhCHSMAyp2xszcWRmRlIpa34nzQ22II5WDSGPIsPXr5/bR+i+jjngJjdrL9Gev93HZv+ZJ6C64bXoYoJvBs7gGrJugRZ/5XdQzfaNcNM/8VsjvI0XVzXvukQrfyCPs1vsOI5fn5+maYoxEeH9/X2RypGYebfb7ff7490BjK/nC/nYFANExhCJE6og3l6Pj4UypqAGSCuFbI3APeGmJDWbiDKyFVOs9WqZw3AgDAakRrg08i+2v65hI6ktn8a6Y95iWupZ4vKvtqWkaltnZl6KhAgQGJDMnGvn74uLUwNFqAYVsBKIiQAoCoM5lKpGiBARekRgCwagikhLYmxqW60NRVrD0eXmCRaZLycDktkSva9ILymYqYiBChFRM0JbyJceoLVru0O2hrQ9xwle+xXcPt0lNguklUvtf86AAclNDxBtUWRS5gAlqyqhEaC+bWFV1b7v4XjsEEIkRDQIgqjmTXlVpWgtIsXWB7FNOwSv6oT+8YV3HmlrdbByQbcnTd8N29PIK4tbf9VehJDBg5mNMFQzxVYqbH/onrOddm2V8W2wqis5rl0558CJDDw19YwCAFJKx+OxrtKpn/Kn/X4/lwyg/kVKoR/Sru9C6Ly9yMwUkImZOo4Dg2HFt05JzSeTeC/q67XAOYxBIKuaaQUDg2KCVkeEAlaAIrgfMOQlJnwze/i3PhA2Jzf8xvVtA7P2AdtaHUZEgB6coGPBzQ/MyAQJAAVtJihmGaz40G+rxdwIAZADWgecjQbGQUAJggGbqQ/iXGspG3Dp9QuXkVzji0V6W1WVDNwIOSAjMSOBSc2IxMiERPw6/PNyu24P5bY4zUk0/tfyIzUvffs/WzuONwzAevovd4lI5MUw9HU0XTSmeSPUa2D4duBu608wqZ5tdv1BRJysaqJg4hL9w7Cgsq0E2Crtr8BM/5aZur1wA7S8Bpn6+vG35QB4RYG2f87MYRXeefUn6z3ZJnXcRp68DpzZMpWca9redHtF5iJ5t9tdbtMwdNNcmJkV5jlfr9dSyjAMpZTrNMa+C0SIDCRdF83sD3/4nSmb4cePH0F0nufdkACoqqcJsQIRxxBRahZV9MGTsOwrWMVdlvAULU9Tn1JIbJpLKZGQEYqJ1hy6naqaVOZoZllq4qRQzWyRy1gXUFVTSp7ZMrMjT4iYc44hNRy77TBVfXp68qPn06dPf/M3f7Pb7YrUEILVgIhAwTWP0BzmVZU5sAYWsLGUc57OVSZV6UpRq2qmCMRd6vf98BDSg6kG3gGimDhVyhBEKjH1fT+OY8m13+0RsZSS+i5Pc993BDzecq01MiGD1kXtDtei4gI0MDnBzJdWEWzpCqA5v0nG2hHfOgHWgGvZVD7O2dtEfaFCCLvdziGcFg06q8TMUARxQfUVadJS1YpoLlINTFFADMwr2+2yt3ROVT2dThV82BMG4hhC5EQELhjf3tGBGUQcx7HhpQtj5p1dwebEfWcqMfRtOWyTwzSDxA0/gIi8t6il1G3f0EbyjVYlH7+hdgO61oVs7Rx/d5N+rWekIWJYDsX1ZoiIoymaogp4U/uizdP4Kqhg+OHjQ+IUY+Tg6H+k0DEiIBsjOtNfs4KgEdH7MgksTvuNEJN/uh5Y5Hlk2hsnZuYYQXDK85jHnGoLPXRTL/VJxv6j1m42z/PL82kThkiLu1JKvvM8L2i7xKwDQFIyMDQkqAjCVLROWqY5j1oupZxzuZhMZkI6m5mAqSGFqLoznXiahv13TAvl3QXBDc1YDGbJwgS7IYaARQwRTbTrOhEV9aJ51FoQLUQCVFDP+gwJedXJ3bZrW62lSM651NoPCdYkylnBDdtwrTCPM7cSZh4oOY/K8Q4AcKEwXMtprep46HsREalIrAitAV1dYN9R3N/EJm0bYyk+cJ5Dj0RIwUNiWpQQNaW++XBZVQ9FZL/fN9sJMXZbe2u7fAVFAcBhnOXta3kfoPoXrd7YzgZ30xiit020WyEi769tto0bzvcWktENlrXFpv+CERoQEYcl04XXjs8QQhBz7kM1M2A0aIP/lMwEEIB3u51rOomIgZqaQSBGCx2aIbLpZCogPrnab2MJE2GBQBxxQgMtIgy2DIRAJCOfb+FKY2Z2m6Yvn79cTuerTG1nNNUDWiexug23L+Z53nbcby/fZN61/GaJLPlnSwgIBUAIZrTMNGk51flU8knqFXQCyQBCWNVrgmim0arU2YTqrk/MxAhVSXx4IgOictjXMoY4hMC5TA6c+WGfc0bTFCIySMkAFnjZJKYSEMjHPyGYKRE3EogqAGJMKXXd/jD4suAq1+AgYrMlf2o/9FW1rqgjAHgm4vvwFYrczAgjIjOpNYsBAlSpt2m8TXMVUyQ11IW38P5yQ621kohXJtnRlNg5MLOGo4KrRk6rMvickoX2WKuqhq3ttcv3wbvwbzlZ9Q1zpdnhOE6bPMTrNqBqtS4tJO4hPYoI6zC3dpC3w6muI1Ftk3nD6ni3d/h6YyYGxLi4U2YmNQDxm4kxuicpUvVtZ60bEoEthDRrJ5GnLIxAlHZSsqIqRWIwzCBSxItar7Xp15thEFFUdc09F70EoBg7DtEsOPg7z9O3l29ffvnVIjezaSeO7xgRaQdTIy0t9au34b1vOFUlCkQBcZk6ptqKm2KgDII4g41gY51faj7X+WR1JMsEy7wtZmNCAFREUwGsoKMpglxQmWqFKiVntWpoiLa7+z2aBWQtdZ409XsK4elyLaWEEHZdj8hmGQwXNNVAl9FXa6oPpmrjOOprK1xMXdd1Q4xxmi+tVNaWSFVbPdk9re/pnLPU6gexF+tdp8/nhzZccBvceXshcgCzeZ7P13Eu2QhVF26CLjWY9/yQluAxokeb8lo+MDBxjGmeX/c/rgmh356fEaoa3LO929+21P1MVfStJvnuLZ28XR4MLIr0a+wKABi4jTL29MY9vnfZv0sXAaDJhr/LFdtNbm+mfd91WpemMsZcfa2XetE8F0ReTyL2+RNmBks23rw6gJeeXScPFUC5GypQqQZkFJGV1UYpGfmNLE+7/OQhUCOvzhEYGwUwXgzSkCLHLsUYgDF0SebZt05YAyo/zngt6aJq9NgBoRTX8X5fsifXFiM0Ql3pBYoQTQErgiBUxEx2MzmL3C7nX0FuVm5swqTRVVKNRYQMHVAzMJNqSmZjHc+oYtznkss8V50BBUA5dH2/S9xNs5FpCoepzF9+/eX5dP7d7/5w3O3NrJaFcGu2qLkBKJJvbvUi5TzPMcZhGGLskMj30jhPL89f2saFNS5l5u2kW3dKOedpmvrUtZXx8GoYhv1+3zCIxrj07/QROAYKqapOeR7nKdfKoQcCBdEV/11ve7mkNalDANQQAiDL2jdoogjK6IgBea9fc4kuYBNjbMTPEEKCt7Gof1GKeyT0OaHNVHRVE9C3tYSu6xpUYJvO+n6/a4voZ5W78u1J1lbN4422uPZXLtX3RRskQqYuLDRXRCEiUVPRVvDcFnbb2/n/O1/Zpe8RwOlay/zp2KNgSGKADNVqRq6kutzy5jRwwHD5tHgJjNWLwJjUmCCoYVVDU0NFBmRonwRusnxYmzab4u16TLxRnt4eT/6HLZ6HhmGAd38Uwmw4il60nrRcSn4OWtkkIjASK4ChGY3ZmNH5lAiKPpoTLI8vUEvhcyml1gmwEJuh3i5fU0CokZC7lEzr09fnn/78ry+n63F3lA8fiRemA+JCzEQA3E47M0WA/X7vz+KpYK2aaxGRFEPXdb6JWybmyXALjtzePGPsYnKf6Q6Qmj2PY1srW1vqiCgFCyEp0HS5XKcx5+zCvlV9TtBK9H173C4HJTCZAgIRjdOcVUtVVXUCt9M3nUZia65hr1JM4rdNRMtI1NcVWa/Wft8u/53L5WJ/KXy9Xq+4TsDwVfPxxVPJItI6m2wt3TTIuBmzv1RDI96d9Fv627sf+X3yKnCwCZIdmFqqosu74AJo2itNhMErvC4A5B2aoIYKYEZ+NJOG0ebJpHJMkbHMeZGr2NizgdPbLDDFLhFFMAZYmqyJmCw09dWqUiX7SeldYLXW223RxfI80G8bVxnyWus4vkELt4vQPsSt0QJkAEXIgBPBLDbmcpbphJCZLIChmmUtAiCAAMVIGc3QJS+RgIAQQSUXM0RUnREqsxAJgE55msdTKQW5D7uHy+nbzz/+9Pz8PM31fD6P45iOB2aeayahyEG1EiIRu0ygiDCCb4mc8zTlaZ5FhDmGFLuu2+9SC8517dGxVZabV2HOBvqjwTZ2dTzC8xHaFMmakwCdieg6zc+nl/P5XM0AQ1ERhaK+ksRg+LYR1GxJXWqtalVEchZdX5aRmICXwscrbOsBprOgXQDKd+zS1Pvbq43zbS/hdtyQA9y06Hu66ZvJl8P3U61VGoFpwwuFFfhpOWH7nXeihs04G67zW/tEB0XfHhbNsaDDpptTE94eN+1Ftt+jZbCOab35DEABm8tsCEwU41Dm/O54XF99md4aQqBFThqZghkQBQZmWTZNjBxTmoumlPb7fUrpdrst774i2rhCarfbLed8vV5jfNMa1laDVjGBd+tDCIaCoIQKUFWzyVzqSFYVzFRrMZmqZHFliZlTZDQxi0CkxEBkhMgcCU21gFWiwiREZlAi2jzexnJO/f2B+ufn29evX0spAOhtpQ939yHEabo5eItQEc3ZKf6B+IHhciqqEELo+77rhm7oQwiX89O2zy6E4HnNNE1933um1+LMnHMKHgotO1A3NYkG2Ogq/mlmkaGaXsfb6XS6jjcKPRKqqA8AXz5Wfr/l3AhFREqpkomIQ0/M5BPdDKTmUrJIAaBhGFqrLaxwkbsoRyiD6hteeUO9d7udf/zNgy2bNbC7/mZv/qOW74236ysQGpi0brfF0nb8NvRlfo1IFUykSn3DCfTEjZzQQ28nFwPkWXLNdptvt6kP4W433M43UEXT1CWbx2PkUkpCzpcL7p0zDUTRh1KBERCpGdAyZwIAzMMzgIKpKiIBdMG40zTe8g0kh8cAWlAyaolWANRb2LvQi7FBqDVxGKg7UDxAGFJ/HG8CAVNMYoJonGI1PQyHl5eXD/cPv/v0/U8//fRcJYSAiqYL+yRgCjGBQBXtwiA4SJl3Q0Ir83T9/nefHj589/np6dvLRSiWIt9hJExccYhEuc60Iw6BAqtoFhhHuE2c533kmkuZRWYw7RB75ITAMf6sqnPhain0B8IIBqKKCn2HKQWoIlUYjREDdVx/rYoBOxaLc/zyz/9Mcw2lqNDf/vu/+XD30MX0Ml4dT+IYQAsQAVpViUwUGaxM88iEMSZi8FGnKtPp5VJrFdG+773Q15Iab4Vp/T3TNHmKiIgXWKEEUUTEiJEYEYd936WEaPM856mYGTESa0k/fPv27efP82kkpIMZWjVSRJEoYEQooMDGb8R/4fzZvVfX9V1/UNWu6/wgmKZZGzU0DA93j275pZRcMgDEuHvYPy4CSCJzrsE2aVjzCUR0Op1gE3PSWsq7e7zbokzNaM/nc/vlbWjUvm7m6hdvBtHAJih1XZ6t3/Obes2FVnLgu2PJPe0q+EOqCgK65HmIiIZUV32EzV8TAIDqb3HO5cfkAuoGhBQSGQQilEklk7IigRJYRFAGA9Tq6Asxc2LuOXYUO+IEQIjqYy23r+99WL4CtM5/9Zz5L96PgaySDoWZ+74fhmE3z1+fz4wuawuIhiQEhiCqZ0YzELOZXGSeAlLKc9YitXozlSIKYjXUGKNUFQMAkJJV1RnAogU1Ue8jzBOwFCk519g9SJVqApZv9fz07eU82ZyR467V7nRDdmFmMymlSsmVUCoGAhXp+t6TkXkqABBSZOaUuqbQ12KcBkuqqhPx62Y0RS2vOCQHSryYbtclWdFI94o558vlNsG3l5eXcRyXzHzxq4shGCzdFfS2Pci9sS6qtmBm1+t1qTeE4CoTuHJiWiD64cMH/76IfPnyBdZkPngq0mZiNyM8HA7bRNGTvRijb1rZ9PX6e3v9vYXd7Xa3Du3dfsK3nTsLtBCW4aHNW8KaBy9WKvKOtlZUGMmxmVb0x8C4lCQMCJGXBH17P0ThdbTGqxG2m0cAIA1eavA4kyIDJ9Re6wRWVDJIBasEuki4mSEyUkTuOAwUd8SdUTKgpcfPyEwRF8qir0DO+XQ6zfPcClx/1QhdztRMRAJT1w0pdX3s0QAJmTCQMhTUamgglULx8AOlSL5KKZJFM0FFFYK68KqVZsSKiLYKiJsZSLGFl1jBJE8SIFqEGAgQxUAMGGIFEA1GdHo+fXt+niQZ9v2+77tdmybCDreaqccYaCGEyJBSiIwQVeVVH943UkrJZxnQWkS1tYLtFCLZCCi1XdQtzU3Yioe+pHkqiIjAqnX03jdVQ/r1l1/HcRzH0WfUkZkZ+oAQ9S5lxKXatLkaHaeNnkfEbr28AjdN0zzPJksV3YNnAHCxDNkMOQ0OtJiZH6sNUPEX8iIjbFohX04vzYJtw2cfhgH+EjzwzvO0r7c1Zf+rbbz+7qXA20aWOu97tkpVUUMiEvEy7/JsyIRi5vA9UxWVnLXp/K5vvWRTy2wmH4ruFui4GIOBgiGy8yURlTgRRjMJoZpWUDEQb4cgViNGCEgJMCl0aqSCHBCRjdYiBDAi8oLskqd8HuE0OP6vGKESo4GISCCuRaYpT1NG83nWwlBQR8mlYEEtc3lib20QwyKaCwiQcRV2iTmjCihIojgDgElnBuq9BYSANaAZQIgRwPI8V0HrYqDI3DFrVlLsMXWxuxufnmZRNaTIwzD0QwohqFVfVCJXb6qBOXRdYAoIAcy0qtntdnOpeTeeGCMR28rzahujJU3bLdTgd98yzRls86CpFESfa2IKYLZQ/55fXrxese5AcqqMqct/LBOk3rLWoLW/L0gMMxH1fZ+WttXxdrt5mQCN3G2WUp6fnxurzl2iX2G3W7idjr+1ZG+eZ5HiI8doO7MF/jJ7vVnmu0qA2ZvQsW39ZpPvwtSG17/FGPB6vS4HAbx3EYhoCMWjElNk5IC1KLN3kqIiomLVhTHkr9NOBz8g24u9jgEFACBDnz2i3kdvEBFUQUOIa0FWwOy1/BWUkA0IgNWiGauxAREEwyXP9GFaDmq5KpyD7/qXxkL+Zu0qLSxwUNXr+TLP8nK+MiKZognoLPmlwoSQQcbRfiZAghAhBIuszMjANJcZFQAJgZEVSQ3ETIsOq04GIih7NRUsMWZvAQMugU2jhUhE00gch67fp91DhROFnqjH0O3vjiklIHQ18+VkXD5WL9NK1jrmuZbZHLMhJFpmF7qfaaFsS5oar1oWFZnY0Hu3Qyuz61Q4OW7ljwMRj1P2auThcBTAX3755aeffp7nduizGYgnWNUwtKlPwA7mvjVCRHRjcUjSe4jd9mSV2wwhSFEAaEK7ja9yu93aDg/H47EZzzzPrXd2t9u51aoqr4OZaq1+Jji65VE6UStwvVIZYUVQdUM/31osrZOe3gIw1pi1fq1WbW2tvXL1ZlsygWFRyTV7LpBSmstIRAwohs5CU9W5FmdFu/fbIr2r3fkrbxUucJVvWBpz/GNVQHT1wyY2g2pmQtWAFiUaiqBeoOfqqlWIZmKGBEjGjqe3D8PzXv0NG2F7mYki06p2dbncFMYpVwqMYGjFZJRyUTurjSZT309mCIJWWSSoRFFmYC0KYMBERIDVwVMz8UF8ZIZQyQx8MhyA5uLkMgodhkEhzpWRSHhI/SEMBwy726zIiUInwHd39xyCSEEwZgQVD/lNRYoJGoOpFJMCZiGE490ePNQsi9XBmrC0mAs2DCp3L9uowdcwxUU5voiKSHWqidOMOAzDHjnmCufr+en5/HK6KkZvfncwQqpVMzVNuKhFM3MIHML7o79hmV6gr7W6oG7XdXd3d6616fmFG0VYZzN5luiVz+X4+PbtG/6GCOq2a2thcXsOFSm4KR+39doSwd+94HaNtkgs/Cb4RETiV1ZRM0IR9ZIJ4l8YMKhAaurPHEIigq5Lp8uFmAKRiXmDSTXdPr8Z1lrMC+KrJ9wOvF1TVbPNE5kZAK2R9BKqvNbsEQQKAIE3DRotrma7Dl59ZAxEvHic1/YcPxqY3yPAr3/uw7h8dh3wNGU15JRMFaCCVKgT1WB2RpjYJiYSMZFaS5aZTJA0wHJLBAje4lirVi0i2KWIpgGFlBf37uVBUzCkGGI6UOiFolIgjt3ubre/I+5yxdN1LIJdDFLlcDx6DBYDhxBkTd5ADdAShxSZoVMpRJhCRDIyyIgqSyjUIk/3fr5z3PUBQEP82xG27BkVFcml1KpVBQyNGBByleNwiF1/vl5+/eXLl6dv4zgDJRUjZxMYOEpF6J6PESGE0IUYI3fxjRE2z4Frr7BHkc6Pc+K4w7YpdE0dHFe+Qc757u7u1XZaPXBrLeBNeqvHcOlej7NDF7ZbaotwNvfVfrS1w60REpHjWi3Qb0H85XaB9cBrYYYZtMTAO2m3N+yv48+GiAjoFFoDA2JUBVxCRjWca6m2nLWv6S661lh7XQVYRJ2qLhKMbv/q1S1Y5ug55237mEadt9i7rPniXdfOTsL3R4jvMP8gbWUk931sTai/udR9KRMTca3FDIfU3W5XQ0OraAUgM5SAM0LO16BqWqoUNQEGJnIJgKgABkGMq2ARHQvXIkSGSIbIkME4+EIQMYABAfWGSbE3Spg6Trvd7uOw35cKZR4v1yqKiiAG/dABmpogEjFIAQNFxBiYmXdD1/eJQMuctVYOeHk5EZEiLKRNNdUiay5Da0XeYzxYA1T3Dc0ya5tjKWCExCF1fey7ELtxzkB8vtx++fL065ev58tSQkQmQ0Aj9fYsXArOiEgLCQQDuWDM69VaN5p/gzWbLaV4pRQdqokLXdvLvCLS9/39/X1zMLXWhVHe9pBurkaaGYaheSrF1x3c0j9cJ/u2dGv1YPKuabjFn+M4bsMJfzsR6dYZ335trXHZo/o+X5pL1ioiYibT9WaEu2EA0BCSGGit0zRVUSBk5sv59t3H782WG/7Hf/zHjx8/3h/v9vu9GYYQTLTW6is7jmMa+vWwWDBrACDCy+XCzBQWQTpP+kUEw4CIRAEDOgIgIqvJSlGNMcgyRiqBWojhdrvt9/vWiOx6HNM07ff7eZ5jXGrTS/scBTKA5iViCBDGPBMRWOm66OwWYtE6DRHnWwIzUkZSBEFQgGoAYlIqGVHoDlLo+Xx7Pkmp+nz69e54+HB/1w891TlPF0ZKIYSQhm6HqYc4hN1D2t9hHKpB399dx3y4f8jP4zhnATy9XL77/of7+/txHA+7Qa3mPImU/X5fJAeQGCIR5XHK8zjPE5gEJFuFmxBsLrmUKYQQUuz65EISsDYQOZfI3YOHi6UU52oDQKfIFGMXUupCjEZcqt6mWQFfnl5++fL16fk0TdmAkJZsv2VEBkjETA6roqk67pJiiOE9VPbw8PD4+OjcJt+67voc9tztdguPfFoaCH0zO+ACW6DRLKjWln21qwWiuBC7vPkYAEyktj+GVWfBISkAcNuGhR9DIXBzLluHCQDH41HXPLIFpe1E+C08iK2e8RvJQ62Sc9aa0WyJsKSmGAHBia4EiMgoZlaXtiDm3W7naOTPP/98OZ2///77lNJhPxjYOF1q5v1+v+tDgYJkYeVM+Navqt+efvVDxLeIA9MpUhEzsFpnXIW6U0oBqdbavCbA2mi+AlG6NhDQCsf7CzrCJmtH5RJD+oZ5vQwABIRUpdYySx6F4MIlW4JaHgEVrAJmAnSVcYUqihgHCl2u+HyqTy82lV3gzricxpLL890u3R36YfcQGQGU+13q9nHYQxyoO4ThjmIfgcFCEbld8+U6IYSuY2FLgZkxEBIDKIUQTJYCg4rM8wxSDURrRQNiDsReZ+PCyM67isvIFliUYJrra1Foq0/45+LIIoullEKMqnCb51zEkJDDjz/9cp3m0/k6TllEFQGBzCCYF72XEg8w+X9mEFMa+q6LgVD4bQjz/fff73Y7ADifz564eSsZve17LKW06WYt4jOzUkqMsdX5QpsR/w4P2PatbYPMKrVtx7cAzGvk0PwebCK8dyFraaOkNgk3euP2ynGDVxe9YDmwqGm9uRY+oSq/yr3ArktFsNbZJ3UwgMDrDc/zHJkBYLfrn7+NMfK//us/E9rj4+P3H7+7O/REpJpvlwmHwVGQdjQgCYlcz09OzfZkYBiG3W7XdR0Hdl+NYAhI6nKIiC4fiMYEpmC0KBEVWTSv2lnTeEgtVvcwzM/df/7pf717fI8MOKDrKjl+JmYgUAtIDa78ixiMxGuTgMAxGKWscJ3rZZK5BoEEuKuThEAcYqUe0qE/7lNkRIyp73b7NNxR7AVihTBnKiKH3RBiLwqXy01ECJmZd7sdAfKC4VmILIVUq1kMgci01GqiJgKoJCSmx+PeVTWRQ+q7EKKYSrVcs5+b7ahqaIKuRDZ3GO4VjWAstY4TICNyrnK6nK636fO3p1wkF/GGQ3DFcU8yCIkYicx1NWJgJAPp+35IiUk7Tsf9GwXuEMLtdnNhRVhV0WwtZuKKseHakA0bivlyjq+nCSIGD17xLbGzpcXwGxm1Vsp+AzYgOsmj1cqblyPi7e9vjdCDCl41LNqPtuHrar1bKOj1RPCrlIJqCGiqZsqIQHy3P1zGaRxNRVC95IOModZcitRaaSBEvL+/v12uh+OOSX/99dfL6elyerq7OxwPh/1+P/Q8ARmZgPn8F1oaoTQgihStlutUR8zXMPep7/vQl1bsYYoIplK9U5GI1GfwtVEcTKjmDKbFolQbF3kpNK3ciR9++IGZ//nHf/Es81XRbJXNXF4BCMz1+SfChd9qrq5pjGYIwQCQu6noy/X2cobrnISHWuByvUi9/fHf/eF3f/zDw/2xixz76GlYjBEpKIZiQRcpOlPFeZJA0cxut0nEAGo3dA93BzQBIDMxUCISMJXaEzKgoYAaIoToZX8DgP1+75+LK52LSJFasngWXTcTKdpJ6gGIb/fWnUPc5ZxrVSIC4nGevjy/PD+fREEUFIFw6X9XBFNUrAsHnCNydOlMZiTAEBa+8W7f//Dp43bLPT09taKuewuf/+W/34B3AKhZWrjk4GVeL7eXhT7akq62D2wFLbYB5DZifPdN2Ajv+O5yi9+g/2+g1HZ44KZ/x4+6ZpPtZjwfe42ZBVrj73In1QIxAlaZcymA1Pch9F3JQj4Hz8wMHO3K42Ucx2EY+r6XUrquU6vTdIspdH0ABWJ9ef7y5cuPd3d3Dw8P1n9KIYZIihgQCEhUNJc+cLFqVlHBRMo8wYSaUsbR++J2u0PX9yklDJEQq5oBoaJBVatOAIC1O8QrS76ZWpYPaxDucRctMucBTAHEuz0UARAVQVTQqqmoxKqkwFWDKRlXFzsTBAJSjAhsQFK5aBhL/na+XCY02hfl8ZaHhMP+4bvf/8393cF8inWMGAKEmEvJxcyAQmBK7iHHcY4x5jyfX06BmMkldE21Ru4YwcnJqot8aMkzI4XAfepSFxIHV0Ycx9FxaFWVogC4qFlvJkZv/YEnXbz2p3t1LeeMAUKKoadxHL9++XY+n+dcDalqEUNRA1dUQEIXGiUOIYYYKSbiyG6HSIEQNKtqn8Jhtz/s9u/OfQ9/XFXEw0nHh2Tt1/O7vT8+rKgBboVFnXoeWssjbOrsjYkH27LBGowhLofuOws0M2/GXcCJTcuz9yXi20SuLeW7cDT4qLf1Fxr244u/fA7ynjs6dD0zuqBAmScmjMSKGAgCcWDkSgImZgyUUjeOk8/o8Vs9Ho993423i9bc9+nTd4+lzD///OOXX398efos3bjf7/e7oe/TfhiGjhGZkRhQxFQsMiGTgaEq1ap6zRllukyXU9d13bCLXccx9rsDWgAiRqveUUdOjlliTh+bcT6ffcm9oNT2GazhBhoCEL1WoZdCJbFvqkghcujQlFUAAVJGADJADAABIQAFAyZIcb/LcPvp23S5XSXMHKIGjd0+pB2EQbk3Qo5RkLMIZABLnLgPnSrcLtfrdZzn+dOHj6iWx3w9nR3HH6fry/MToT+dn+nLIFsi6mIKIaQU+9R1kQFU15GPRARAplCkqhogIy4kje1R3iYTquqqB6NE5LWBaw1zqdfxfDqdXp7P4zyZIRDVqgtZgpCRiIhjIKIhJA4xxo5CQiagdXanKRrHyLtd1/fdO/Hfu7u7Fi3ipsnTqeQNGk0pdWuTsad/bineyidrg0Qw0AaVykZsgogW5hY6jABI2Bqp4G2i2MzMNgINW/Lub81vy//crvKWTd5CU2ZqOaR/b/uaKSXTqtUnJNeimsMUOPk52nVaTcuUQVRBvWOImUuRmrNqPR73Q9/thvjy9Pl6vdxuAwfsU+jisNvt/l9/vsxzuVxuXQr3h8PHh/v9EENIkZPYaKKBOHBQMBAl08GLxTXnkufpwtczx4AhHu8eOPZIoRt2VYGDM2Neh+d8+PABANbBI29kKus6YkBEwAhQl/8FADBFMAAiJuSIkLqh7/c7SBziEMCGCwARBMJE2BH2SB1Awthj7GZ9Iv5ZA4TOUmcoYopIbEjFGI0QIyLPambISNF4uk7P355++fGnp2/fyjT/5//8f3z8+MGLtIAgUkA0EpsJI8A6v/V6vSpYqdr1XQicQiT2pp6p5FxrbTG5KyxVVVhZtV5nazu+VQLaltse2afL/HI+reEiGXKpJc85xojmGV/ghRiWQgj7GIk5xg4o2KKECoAmpSbm3dAdDgMizm8HwsQYW+tGw/8bucV9m/vJPL3q8cbN5cQa73UMDV1tp9GS4L6tvDez0U02uMnTXkNEWkdeeC0FX2dx2mpFZmaepDZ+bbuHXDNsgtvFPcIC/Jh5peCNEYrINN4kz+PtOl6vBCilHo73aBCI+5hKqSMUVTUAX7uFlyPFV+F6ebm7OzBT1+/2+/2cx1Lmfug+fHz8MEYCzTm/PJ8ll8SUwn3H0MVUQ7CSESAAVgMPqAEKgPGCSZHUXCUbhJfTJaQudv1ufwQK3bADw6nkWhd0wdE2RKy1mmlYxTN9Jb03/HK5QFPOXiEZv0qdCSywEVHgFJkiWRdJdiNBQIhMO8Zd4D3TDqCj1E/VSv1apIYAu0OgROVm0ykrUjfsYurnWqwCBUJOgTmP+du3b59//ulf/9c/f/31M6jt+v6//bf/9p//4R+Ox6OKIJqq7ve7P/zhD7AqMLSbV7CccyYxCwQoalYl58mFYqdpcv6DAoELnhsAwP39vYdsuhk67cviCVUpZZqm6/X68vJyPp+/josyrZgPYAaOaZcQAJDDYgFe90iJmXcheEJoyGJQVcTUqfataQHNqrzJgLxJ3dZjwm/M/cH9/f3xeAwhOIstcjIzt6kmFFRKeXl50UVouIbTy9mNIYbUMjqA17E+7fLv7/uuhayMr7+Pb+nXAIuwT63Z75WJOLB3KJstCq0iJU9L90YIoWO+O9y3wNglc1SWunggDsTLoOPNdbncLtOca8lCkvaB1EjvB4DrS5DLkalLZQ92hunldCn7fQzd88uX+7uPRp3Y8eVS+v74+akcHv++i5RrVrXYHVXK7XI7wHPO+W9+/zfjjX/65Sd77FN8kKL9fv/565d+t5vzGBLePR5/+vFfuhTAejQDVGZQFZOCAMzIqFCurCz5CQCeRVXg+4BjmvNca8Ff/ukK1LNKVTSmCqicBLVoDgO/3L7+1//nZwAN3KuYgYkhAAOQZQC0PvXzdIM+0vBdPX4oXbBAlGLh+wBGqARFQQrobFgBKsR42NeX+cfT/zl0H/7hP/0/nr98luc/h32yXHUaYx9MpxSMTJ+eni+z/PlffvzX//XPp5cn05ywBjbW65+/fbv9Xy/3h73wtU9B59t4e/n4QPsuQ36SUhJQvX4dXz4/Pn7oYI7Ih74LIVyv1+fnZx+i7Id+Sqnrlk4fMyM2ZkZKpeqcMwAZRk4Dx4Ac85S/XsfT6fl8vdyu022e5nmuVUWViJgTB/Sudo8UYuhitzBaYuxijBwDMxMMxKBaa54RpCMVLGW8dIzfHR8+PPRD16EBwRt09Hy9uR0iovO2+93e0TgiGucstxEAiLjv903xDUBLWbxfa+Vj5nA8HmFDZ8EVIOVVxL95SFpV95ql0Yar7oTUBha1TLoxcnDDiWu/344HW2HA0+nUEtZFfQMRAO7vH2qtU5698WS7Is7Z81sttWSZC9TpMMiiaefZJvbDAMi/TpMiaakgGohTF0JYOhtyzjVLjBoYY+oRQkwu0cUqkKuoOjsHFKEpg7Rk1Wk1rou1DO5bF5aZmEKtKiJgFZcufkTE3W4IoVRg4K4oWDZ7f/ptL1JVJ+EQEQIBsVPuTBRV0DgG3HVp1wcAQdAEyqiEEsB8JgQaovE430Rhnm6J0Er++uXX68szA16v192+9ypWSv04jj/99MvXL99++vPPt9uUxwlBAxMjEymSEXCt+evXaZ7GQIMKHA93KSXPGjwanMZcSlUgMQypz1Wv4/V2u+WqHDuPhvb7vbuL5h8AQAHLlFNK/W7nxKlxns6n65jnX379knMd5ynPtaxyZKIaY9ccAzASYmJmisN+13XdMOy7rgsptkanGHan00mr7IbeTG6XZ8ljDOF3P3y6P+4Pux0jSqllztuPYRxHIjoej7vdbhgGnzYj6/BcWtnkvs9x7X6cptFNabfbOUnbf+eNTCVuJp62UHsLeBKRqaww3Ztc7ng8NgNu69h+Dd7SxJjZWTiw6Yry1xmGYQ2Jlz5OXZsmRWQuSyfIdkWaAaOz70uRWm63G3hVQEEB3SD3d8deZgS1OqvMMfS7FAOjSGUikTznsVTYDYFCRxCUYki7qlmRDAkpqFFx+JuJQ1SrCiCmWSoQAqEWfWeEzgBOfTeOcxuXB2sQESMjYkAW4Ool2zac8K35AcDSzLFQI1BRnUiOJohGqBE1kfURu0Bas9ZMSgCmmnOdVIqIVLFiyP0xT1WmWxewzvnp55/yPPcpwjr3S0pV1T/96U//9b/+t5LrPGYACgSEoCpmBRiQ6P6wTyk9P30dUjd0/U3kw4cPyDFXDWKikGcZp2IYQ+wMaJwW8qSqpjQMw7AcwURqIK7rYgToYpwQUldVx/N5mqbL+fZ0ejmfr+M0IQcfVu4xlyMtHJDC6wRcCuxdDiGE4/E+xhi7tEqBIQIh4u1yi0z9fjCrl9NlGm/3x/3vf/fd4/HAiCYyzlPN5d2W85fd7/dd1zVjacRJ56n5bmzWtAV4EbGUueW0oXkheFtmaGAArlWERUaN3pQcYIPQbD1ne02zdTzQmp76Wzi223qiPS8iotR3/tf+/bJUSgAAxHTBf6c3vEr1ViIzVZCqtShJned5YAJkF4wfx1kxDDHd74dahaxqGZkoMASCOpc49LW6rIFWAUAEM5xrTHtRZh4oQOwKcChivc/fSbHMRcFMqdYK2xLr5oBoH1spUkoB8/CBwNZwHRCR2DsktCJGZl6mABkBApghqPOtlxMNwVRB1MxntAEhJNRIAnmaL882k9bJRNWeTCtKljprzSKSKxSg7//4twwJ8xTRDCSPN5NKgYYu5nEspTDj18+f/8f/+B+//vr57u447DpU0yqmgiAx0DD0+6GDw30X4ny9fHh8DIHmcToe73OuhAaYS9XrVLLisLsbDvdFaKomisapG5JvYt9ac85t87SlU9Uf/+VPjvpMU86liJghIAQ1BKbAjMjL4AqKiIg+oDO5dHDXAJKUkvPRyIuWDrSrSs0pRdD68vw0Tte7w+5333/68HA3jzfTCqImigbxbY/13d2d4zp11Rd2i6K1eklEi+YNdX7iIC7llpzz5XLZdggGfludN9UqAgDeBdwsuC5zzhRiaDbWTNTMmkjRevYvg6mqLuqGrMoS/KD1tFVVFQyZYgxhFUqb59LCCbFlSquqlVJyLeM4jrf5nTjVPM/jnLPaXPJ0u0mZyEqe63DoGQiggAPEJv3+cOziDMqS6+0MagwhEhRSk4VsYKbVQKqqmpJFg6ohKyDFrj8Qd2IAFJAtxG7ON0SqplgMkV2vx5xdsCLBqmpGjbjkx7QBOkQFWA2JIAioU1vAlIikMZCsNXQAGRkIopOobJEWZkiEBAIICUXG88uXmUAIhAm0ZjRFMLYKqGSUKBLGYCVw1DJhLWSaKCCSzJPEvpQSiW+36Z/+6X+ens8Pd3cppdPpxICEliLv++F4GI77IaV0UyQCQgzEWquZDf2uVBOZs0CuOpcKFPf3h9Qfn8+3ep0dWYkxxuvNVlFtT7GantgrLiCEiMjEzCEO3PkZh6UU4EBETHFl8CYiisMQQmh6f56wObjaPAet+9nMHo/78/n89PRVa/7u4e7777/rEl3Pp5InBoxMXYqR+B3I7zvK8yBdxxA4UOTlCv9pKWXKM4DRZvqFqoosoE6MkRgC8yt6qfpaqGCmrfckohCiv5auhM8Gdeqq2+G21wgAAFDktcFZV0H7LUe0nQctpF6MARFUSynX622e55fzSURKXiqH2+XIeZrnMlXJtcwlQ9WAOs/F9p01pa0QoCgRJRAlRZ3KpKZKYWCUwJTzTF0kZlUUxAqqgGyhTFOtFmdTYaQgarnUYYdAyCnqBZHQ0IoKECpYWB4W1+nWSxw+jmPOVVXZm+vB0VRLPTnbB9GWznADkAqvY8fWKZygYGCgAIKIBECEkbFLoQ8BIZNSFzRC1ikDCKBwYNaJzHwOruenBkTIpILByjxpyQxERIw4XnOlHBMD6s9//vGf/umfRGS/359OJzSJXdwN/X7oj/tdlwKqTNONu33Js0n1rtYYu363B6PT+cJRDVCRQre7v39M/f6Xz9++3Z5aQNQiBSIahkEEi3hbEQCBghrqsFtmn+haoKqqZjoMR44hpd4jzBQXOYi0O8YYU1r2YUuvli2++A9tYPt0u5yev1jNn7778Om7DyEQWu1S6LiXUqXmSUo2sLfKeq2HcDlNYvS4mohcg9hPE0RMnLxgaGYuP6daaTMdkAjDbrfzO5O19dCty/sRw3q55SBiK1WYGRGoGoARATNuFNvMjDyK7t9SDdo1DLF5TnVwai45ZyAyXXQocs7X6+16vU55rrVKtVprkfqOMSMiVduh4K6Zcs5Snc9NKXFKqcgEoGQloEXQKV/nUrmrmketqmasQU0FkJEwJBARCES9Qs7VpJoITFmB5n5fEjNxBABDNCBRYWSPG8xsHeL37mNbqyzmwsJOFVSn2xkI+hhRF6qxV0VF75giI4BVg22xTmXiPtAuIUJArQE0ICQERiVUQg1sYIIq3trlGZcYM1KtknNRpIBBFQIz+1RslZ9++ul//a//Nd8mj1ki48ePn/qOhz6mQASIVsZxnm7jxx+O05wDYJ1zzXl/d69Czy/Xb8/nYWdpt0/dEDg9fPx+GPb6559jf9R1iKdvF+e4e/UFg8+Q36DuK8bHRjG4kFcXQkh9l2IX+85DzRi7pUGBOyIKcXkRM+N1greIqEitWaQ2U5l//ZkIPn388OnTxz5RniYKuO+HPKurgoFo+Uui7x55NjDSViUOp8vYSii/29/5T11yppR5SWCZ1Wou1bKtYeHGrbmDcm/e5Ov91WutXt+w32h7bLEcT/CW8WYxNXe6HGmrkW+5Ae316xr9lrLITxWpZjbeZlUVcxzyzQZfodGFTKOiCFbEE0tRMOJARFW1qjBIIghsk5Yqoqp5HGtV7neI4D34DMGQFbAo3fV7AwaMYrlUgLkYQp5r2nk7NjIyopgiMAiYR5mwGR/bnnqTJy8WyMwik5P6jbqlBvpvaFvAqjthoFbRFATABAGhzlongSxASJFZ0ExzlWCgQst0ISJi5JCoRwoilKsSd8hccmEM3PWc9Ho7f/369PTt293dXa1KAP/uP/wHhBwTBTYpuYgwIBN0fSQwrYWIVIp7hvP5errdSlWIu4QhdrvUDXcP33XD0A+HjvoWjuJSFDVmPoT07sH9n4nI2ylWbxAdFdvv9zF2qes862Fm7/nKqwgD2qKEQAaIJiJgoqJWpczTPN7G63WapoHt7u7ueBxQshTu+ghST+fn8XqLzH3f7/udm9C7e3PmozstEXGNU131Uzw0TSkR0jiO1+s15wygzWSISFeRtFCm2SmrQAybAqV7SC/qn8dxHEc3m9CFNhrOlwVeRzhhOxjagjpR0531NE2n08m7P8JmnnhTv1HV1A/tO54HuhmGEMTUajXDd1CVt0dUleqjrICKllrpMt6+e7gXKQbkJ0IIAYuiQZmnIaVkNNe66wMLFJNpulRgjJ1UEwAffTzOFSlNuSJyt0u11qow5TlEunu4/+Xnf42J8zTHEBHFdB3hhlo3HeIiguspD0YiooAhUtd1MdrpMubiUqhkVlXVA1FP7vvUmUnNOXZRZLHu9bCDGCggmOQAQoSMHNEIqnMgDMlQgQkMliHwQGIsSkWQu+F0nRQDAAFDMRQxyvNPf/7XKghAx/3d8f6OGQkrMZ1OnwOJaX043v3Hf/+359P4P//pf3rnChmYYd/vqtiPP/1cAQ3jH/7D/VTqHx6+S/3w/e9+9/J8/rv/9PcEZQ2pXonODZL4rRH2YdWACCGExMzEjEtjXooxYljyHTfF623yzKjmIlrcDZrqPN20VJVSSx6vl8vLqZQSA37/6eP9/f39/RERxuv5dr0YSOSACA8PD/f397XK5eXk5Jh27ff7RUJmdX2Xy8Vz0ePx6LqV8zxP0zSW8Xa75Ty1LgrfHtfblVYZ0fDHP/5xK02z5Qc5KdaFtJn54eEhxjjmMW5mCbbfby39bSn9YPj46VMp5XK7Xa9X1xTzda+rB24EUU8Ovn37tjwoIcfQMTFFCTLOk08yB3hjgc3J2Ko4wcAIERERWFWJwpwzrikuEZm4eGkljISGIGBKENHdhakBMKLZSth7878Aa1EEwEIIpk0v2Dl+biG6IplOTBdYhOUJgc1M1o4sXqpjXk5ZXx8czFleIZcJVIlovF1D3wEQvS6CIiha66jw0oi/jhJARiIj8EYSiAoEGJRCtzu8TJarVUBQJAjE5PM3uj499HdgsesPTFzLVCGfz7/sj+H3P3zqU7o7HA7D7vR8RgTVaqJqwhQpxRg7RchFY6LbnPeHu6r6/YdHpPDph+8Pd/dDz7TJW9p5KpuGga0RDnFJn9YoLrrJUQztdRbI0MgUd/3AzAYCkaigqeY81TyTWi7T9XI6P7+czy8A8OHh4cOHD4/RROT529d5HkWEGfsuphQfH/8gIt++fZum2czSsNtuucPhYGbn8/l8Prv/Px6PnhwysxPKHZiBqgDmCC0RLZiLaWPAAmjo+vjweDcMgyOc7jdV1el5pc4GgmTMRAxIdnd/aJSfRnBzd+xv7CBN3/ddH4noT3/6k2xI4W79iOiSGY3v02omLtHV1rdkMc2rzAEhmvmoknd2uBrusocBXaxoznW/6+e5rAQd4cgKakUMDEAIkNHQFKEGP9BNEdbB8Kup4HrZOvLFPX2MUYs0al6LyFdVp0Van4iqCuLijNyAlwOomm1AeT/VCZABDSAyMTMZDPvh8eF+vJ2XnPcvRKyKboSvuqmkIAaksM6TADIIhgEpVaVvz0/XqVKItQghMGBWSQaJabfrEXpTmud5mq6IMwf84dPjH37/HaP1achjvl7Pu96nrygzx5RC13GMWWEus1FRw5D673/3uw8fPvgJ/t13IXXc/N62JtFynHf+MK3A4TZYbX4CYBlwbSv7gXGd2pCzakU1qFVKvl5Op6dvp5dnVHs47u6Pd8fjvuu6oDmXZd8OQ7fb933qmJeuv1yrgnXdMAxvoI3L5eLupHVIhHX6g6MvZZ2dNqQOW6+sSKnLVIy1O6TWquHx8dHMxnE8nU6n08nM9vv9/f19KcXfwGsV7YWOD0cPR1si5xSWb9++eSjr1fbb7fby8nK5XLrdfUuHELGURbDRGyy8+7QZs6ruj69dHSVLAakqtVbYzNZ9lzwQEZIgsLsdESGRXKyUMqEMQ5dz7g9HRBSp2EWwaqSmhgjESGiggoTskIgFU1ECNgZ720KMtlYeBBFBre/7ax4JENUNjtpucEjBWaApdVOeVaGU4pvK4ah5nk2rZBEjM9cERo+/RK1KRooGyIwfPj5+fHz48vXnuR1FrVdwXQxD8IqGersOoqEpMIKCtyQAKxACY0hTzi/PZ1tG/I4GXvY29glrBlWlFpvGuZTKUXaH7v7+btilOk+IehvPt8upS/tqFlKk1MU0KLEiVNNaa4Xsp+3f//3fi8inTx+fn5/v7u5CfI0mtmAEbMj9Wzskfd8O7sesamnbAMlw3RVue6YVrco8T9NtvF3yeHt++mZSDn18uD9+fHhMXShzns7PT9cLEaUUhuHY9wnJSim3qYgIM6e+SzZ4f9N2I7gLcevwCNNzQi+3eJbrOWFErqtIqYgQg/uwUgrAQtAP8zyfTieHW4ZhOBwObmC26STyN/O0qtt1btPeWexJ5ziOv/vd79ySv3z54oYeY/z48aNRl9dxje30IiI/ezxBd7+6GJ7LPchS+ldYJAMWCgC5M3ojfuHDlJa9uA7lLKWM44QWa9UsdUfEMYhpRUIOqGZWYXFZxigASIAEKFZQORCJKQgYIiAgwWvT7CvmBru+vz0bAJMHkLB0UTKTgAO24tQKCjyOc87ZFGOMTOQtPIpLOm1vCfExcpm9UU0C427X90NCtNWzgQH5TOvl2Y18mJ6iGQRBJFw86yJZjEv/EyIScyBCspi8TqxMgFb7LnQAzGhmrr/qUropBdAJoSJK3/F+GF6ezqWUGNRn1nPsjOOc1YUGxbTmPOb5jimlSNTxQlHkVnLwPaaby95ey6/9Zn6mOTUXXstusKFJQpnMDEXKPJ1PT6enb9fLWco8dOnjp0+fPj5G5nm83p6fcp7MzN3G4bCLMdaap3nJmLzFryqogemrrqVfh8PBz1BnUHplwu0FV71tt5fz04vvZAOJaUEriWiabrw2wYdff/3VzBwF9Rrg6XTysaluIY4Cea7pIauquu21Idhd1/36668xxsPh0GJfx2THPDUKG62aWW6EtmI5tCG7qS0gpy8xLjoXlHMFJjRFYMQ3aWH7ZV2pAghspY7T1KfXnpeYuIoUQWZGBlBQH5xHSERqSqjsk2StkDGiiSmgA0iKSOQORgFMkQwE+r43Q3avpEhI75QH/Mb8VMq5trCWiMC8lzdERDIWCAAKIL6zPnz8EMbpcjmJ1C4mJhApiF4yJEOfIOGngjsMISBDNSBFVCADNBQ2VFAy70RDACDEyNjFmAKzyTSeVUpirmXuQ28KoEYMBsS2sIj7RB++OwxDhyZqWsqsZTkdLAZMIcSuKo55riKiIGaI+Pz8/Ps//OHHH3/8h3/4h8vlfH93TDEEWht03I2TiYii2hrKb60RANQ951sLBdSWQ77C8lVMRPI83cbT+fnycrpeTlbr0MXd3f7j43HoukiQx8t0PWvOAY2Yhrs7L69fr9fb7SIiXR/73W5hOE0ZwCgwvmXMeDecuwff3rLOG2zJWssMQwhdH5l7L487kBPCQpIhorDrB/ds0218eXr2jG7XDyLiOor7/d7pvI6sXOar+eCOeTaz1uvVYFJ/4wbAFCUkdDKaquZapjybmQ+FXHKDDTwTQ7d8MLpIVrS1RnXw4i9Ieq/Xa8hKRLXODjA2kv58uZVKxDEEXlEBBQAmKNWYUM1A1aX3EFTUgHVJCQ2AXmWFENFAu5jMrNXl3XH4o3hYqYq11nEcvZK55uJ+cCx1HVjEgr1Zcylh39/fx74rZc7TiGjzPCIqkpmQobtwerVAVAQ0c8YNGZAhrYpYAmaASIBqgKZkEIhNKhMQqJV6HLrDLn39MplkICBGRqo+grvU1PN+3/3xj993fS5lmqfbiOPlcmGklFJ1MUQAMa2qLgkpIjEl3wPn8wszAuh+P8TIzZBwc8EmxXgHk27/uZqgw+TV3wjVZDN8djr9ejtfzueXkjMD7Ibu8eHu8X7PiHm6nS5nLblL8e64A9V5Hp+enhDR245rzRSDYg9EISRkSl1Xq4pont+UKF5eXmKMTrtjZi+q09oGqCt32pPGro8Nklif/XX86yL05DJyANBqD4h4d3fnD98U+DzstPBmXZrxNISmwTO8jm6kzcxAlwBgZu+iaAAMroWjkl+T7PYJtc/sL1seEeKi+2ZmKoZikVllaZjye+OlL0QBAImQArxSyZBMfNQEAasHY2hosujkagsDF+SDAKsZB3aZLt/7sI6IUxF/fNVaSrleVUzbxhORoobAjn4BMhCqbcLRdQw6ItaaS4Hr9VprWYAi+wsQ8XoGCQAZgh8MBoQg1LBd/w+N0URKZEyBgeiHTx/3u3Q9fyPSrgOvUdUKDpt33f7h4UGkTNPENNWaq0qVZYap8DptWBbTMjRVNcIYuZTiLeSuG4CIIVCLDmhpJUURLxiCqjc6G6xj4m1Rmtz4yYUoQiJiVeacPS67XE7TNF2//GQmMYT7+7v90AVCBL2eLzWP5KPkGYnAXToalGUYKw7DwLwzQjObptwNGmNkwmm6PL2ccn7DD3FxDfd1bloeAOIqDuQ4fIyRdOkR9d/s+/5wOKT0cL1e11MGwtPL8+FwuHu495fwDA03pG2HTF1QEQBup7wxngYV4vVya4ccYQpxbditlXHpsi/qHf61ArAomRPxcRmGo2amUueVnUMoZrLqKyOYoigo2CujCwAAVNhUUEswETDAamzUd5RiCd1tnr778OHbl1+Ph91TnsL93TiVFPVwOPz4Z+/ltXmekQwQgYMhGSahpBQ1ghmJKmEAUyuasEuBINc6zYf9MI+Xu7vdbTwrqqKKFYLAiVVRpJqJG7OJRGY1RaOAoIakimgRkfk2lko4APWo1QwQ+yL65dupiHLYDQdWKU9PI+GI2EWtiNjFYKSaCwGG4AMfBEkYlLEk4yhCYAZKNVBMirVQ1Yi5YiVNsSPaE6nV+zxOv/vd/15lnOVfGG0vc9+nyeazFX0Iz19epvH8d4cfNI89B6gx8e7z0+mXrzMdHl8wJfu/AO9i+HfjuMPaJcLb7afBFMbPXen2+sdUy3ydiBMMg6Qg83rmMrOrQtRZoACxSvXgxOfHLRoO1VQV1ACM0cBKnada8vV8Mim1zNP1+vz09eXpec4jAASku7u743FPRFazgRJgRctTYeYUYkwRGKYipUitSKCM0MXkYnkAsIRy52m20WdIgMjxrUZ2H3eitdSiYggQOARiL5eYVNOMAIFjjMRM7uc48uHuGGNUles4c1xAEFENHz9+9JOvJcdeonBvtq14ePrnLUi2wjZbGSzcSLbRW174K//7tcXuVdFwG+77bAwRdW++rW0gGgH+1gWshAnvS/RhD0YIZrqIYS9dxTHGWGtlJhGb58zr9PC/5mPdxl1OwBFHUymlSBaRvRkDVEABK6qV0TjQfD0DAKIhGRNx8tKWmVmtBiqmQAsGCiHQvj/gnBWil+jNFlGrb9++eQeWSPHhh0xIBMDRPxewpXKPaxP6X7xs7XpRVSMf1mhERAwhBCQ7HHaR8eV0BgCXbHp5Ocfdna/Mw/39LvHnz58feg4Da87zfP7187eX59v+sY8dIrIiux6HgRIykXEAldJFHvqOEPI0Yxx38wykKC66CFlrnud1/KHmvPSpGsh2VwRl9VJWzjXPZR7n8VbyjCaX08v55el8Po23i5TKAVNK3W7wHMT9JjMiBw602+2cTp1zjolbJtkirFYq83Xw+pkPkPnw4YNnT+2qUhrXh3kRsHYeHCJ2fXSyaCnlcpmGYfCu3aWvIqW+770JwQ0hPD4+0jrsxVZFxHaVdQhhQ5+KvKnF66rep2vrlDtAe211XYcEbHoL4a2KDK3NwUQ0VZe7fZ3utDhCNYeofhuWhhDiOlnaDFXBzLRWU805g/r6kiGEEEopMe5KnkSK2+00Te2u3qnUIwB6HmgCBoimUPM8lXy73oY+qtQZIQcSYItMXR8vVRCNiEOkEEJkCpG9ZjNPUEpWWxW+mJnNo1YxZuQY40AMYV8g3aaKC7UNCc2NENEwdouUpS2Eb19q+uvHiDW/ogs0zQFTFznczufn4/19reU2XgxKzvXDIcWQjsdjvUw//voLM2vXff35X3//eKgf7tDq9Xp9en6pFVNKfepQEyoDOEdMEYVZTBUZ97tuP0RGkzJL6aRmykrlTZ3QyzKMGMAUTE3VFhqw77rrWKoX8vI438bxerlcz3kazy9Pl9P5en4pJRNaCnEYBlWVXMZx9C7NGELfJ04IaHOd/cNtbgadQL/bt55DWdV4Ze3k8H4oH2b+xghr9XwhhOCm4P2u2/3vpjQMO9dnQcQYk2dvt9vY7IWIAjLXzXu74TmiWETyml/Kqw7Na6oGK7zDm6bE5vcWoGUteABA4yu1HLLllrjSjmSe0KnlIRh6oQJlA9+Tj414Y4SLCICZ1erOs5qImY6ZembPV1QVged5dnx5mm73d8eWka5mp63+QcsQprqYIygigGip4/V2Op/6gBODIORhoBQ4EMZEiXYu30TkvQlARASogrZU5wVImIi5Ei2JIhNHjl3HBInSoUDqBjR02EbBhEwRDNGMIwBIyWDEq1aIqf5mYFy7dCERrEOmPEwxqPshAVap4y+//svT119RBSNx6FXhdp3mMQfiGCKYabXn59PdkALYbSoq1PfDrtshohmZ0pIgYDUQtclg2g8hBqnlVqer1TmAQS1znXrc2VokrDW3ViAnrHg5u/EWa611nGut8zhN83i73S6nl/P5PN0uz9+eqmQyiyHEyLNPCrjEPnkfU0opQd+HQDMRC5jZ0PUxspQ651FV+74/DLu028MqieSbv2Ecjrsg4jRNLy8v2zWNq16omcxznedZtR4OB1cfvY0Xn/KQUrq7u3M3Bivvx6PTTfM6L8BMo24279f+97UAoKqqu90BNpVWW+kODfTTtUkENpBXc5KwEk29HKKbQq3/4XG/l1XwXAQXIweOEUwQTElV3s48XJCVtXm/1ipSQBXASild4KpiiKqATHlSAHDFp/v7OwAvfr/xHIs1ooIhoCIiuKgEGJIAKGgZp0sXSmIlrPsupEgGhUGoYwBc60rV1ERBAFKHopgLiICBAmZAMECzhIjETEZE4CUOh0OWGqCJGyGYAqjgcpC1g2j79W+v5cRUbF7eD4jb7TTsDvd3Q675zz/+z3HMMcGQYpd2SOFyuYrRD999yjlfzi8xxsfHQzcc8+06ZxXAPkQzu12vfQxgwReRoAAK2mR23Q33tVzOz79eTl8/fvo9adFpusw3jLXtdU92breL+3YRKXXZjQ3tzLfbPM+3y+V6dQrzOI3XnHMfk9MGwSznyc0mpfS7Hz61g762DgGADx8+4Aph9NSnlA6Hw36/b7iOR5IppWHofDPHGIlgnqfL5fKuhbXvezOZppubj4js90slz+v4IuLlPY+zHMVxFrhX3d1hLnWObUWhxaJmdr1etzEkIja69utHu26Cd1+s/uo1TG3faa9Z1qlDLYekRQZfTWRltAkRpcQJYOYcapgolyzv547qa3Dvr6PKnqTUorhjqeYTV0NIIudq6kipqophCCEvWloKQGiAqGRLFc4W9Uc0VUBg5hhDSpHBR8xKDBoDxiA1FzBliqshq6HXHRQAYkgasSawCuAjC8EQoJSiSESr6D0thLdaq6Gjyq5U5CfaIiArta7KOC3I/6uVG0O1hVCKC8CLSkzTfC5yUbPA/N13w/k8Xm/ziW93oRu6vsMw5fr09ZuU+XefPtw9PBLjZXw+X2dDJAxEwWoBS2YsXrYkYSohZAO5u0ukeTy/XM9P4/mZAo/T5TJfT5pqLS3BcTVE53m5//PyspO/aq1Wp9vtdrlc8jjKOuCVEYlQ1UqeJllqP15Lc6a11wgAYDd0Xdf1/TLYA8z6vt8N9/7P5+fncZrcK7R6uBtwKcUr4f5TryW2q9bchJ5CoL5PiOhcNgdTPO30YkELA7360CoCsHbYhut1bHqJzfURkXsveFWvWHa4W3bDXZpB6tphhJsLHKJw7GAp/i38SZHSTI8WLXQ1g9tt9L90MoFXhcCoqpghCREZynt0hgABgH3s+mLwXOsSY6ApEyisUzgFYuwMSERYOMaY5wq/udaqA4EROgeNMITY9wPUws5DdvK0VihGqriQxmCBfAnXaBDNNBCnEGqooq8aWYDuObHhBO4VZUVoWvXFn0wkv6bKqxKkx5f/xrV8Gsi4KJqWLvaX2+W4j7vDXeq73a7/7//9H6vA+XIr1T589z2xvTx91Tz//vff//GH7/M0jVO9XKdctOu6GLvIQVgREhivCV7lIF1PnYbjPprIPF0uz88//vM/l3/5V0px1kyFdCMzXcriA15eXvzkbSGYe5ghLTP9zDv0wuI9pC4uCDaCY2b29evX3W632/W7rk8pGYJ7JFkDQmfLT9N0uVxutxsgej18GIawzpr36S5uga34vl3PeR4BrO8TL/sAT6eTHx8A4I0QAEv9o9Fo9vt9CMGPmAZMikjwzgb3fv7wuI7OhjXB86fFtXjVjLC5Ndj4RlzLGwu6FajhNHUVjeS3Qk/bhDikGGPouoGZq+o859s05rmCmvNxG3q23WGwEUfy9wrIZstHqVViZFUFYkNSVUyRiFyiK8XX8aaby1aGGhKwGZkJGBJGipB6QZgRwlJxqiZUCSGFmIu2KICRFjo1wlwqIjNHJkEARnYlq8PumNWK0HyrZkWWtaDYJV0mcNiKrIALJTAzIDAbyjrC9q+OuAcARWQERD9SXPIHYM63oQ//+3/+T/ePH0+nkyrshu7Dhw/H/Q//8i//crvdQgh5vN3f3X14eHx+fk4hqqoCc+xjNwAFB08oJIQAAmoVrDBB1yEjE2qpImV8/vb1fKlfTxcLiAwD9Q6NtMpz62htKczSRI4YmKbxhIgxLMIOZpbnMZfiGkUASzeQgo3zNOU58dJrSzG09KeUcjgc0KyUebyN375dRSTFuNvt4lrfG8exbGTq/TaOx+PhcHDfs11TIvKShqpeLhd/EDe/NnbCN2Qp5XC489m98zyPt6nWyhQDv+668O35CdfSAhAikyO57kaJKMbY9/0u7d3wpFR/KgDgVbrX1uJpXRVE202EQNuTrHHn/FHrqqbRTqn7xwcHLXOu4/l8uVxyLoavOCoRKb1xXJFZmKkKAKAuvzbO85D6yGHK+bgfQgi32+LDxZSZd7vd+Xr5mB6l2t3d3TjPIcaSvQzTlYq3ee77XQBWAQAMPKBZyUpAMQ4d94BZaum77ngcEmmer2S2FEiMmNiVARERjKSOGOM0as4WOBB3puyaYp6K7CBNMs8apAlLt9PNZ90AIIKnFn2KIsJmIUQRwciEZNUWrid5gmzErqO+nE2Eod/tKKXT6RlDnEr+9//h99NYHh7vvn19Zua//du/1br7/Pnr9Xq+vJyO++G7Dw95uu33exH587/86HWOXCXGqLUyYillt79/epqIIHX9NH/Z7fnh7iMzTiUP6WEe8z//4/85mf3y9Ze7x4PcXiEA24hNrzHRIvHh83rNLEU/wWuZRFZ3T+s8Q4CFKeAiNE6bVtV5nodhiH3X9z0yiciXL18YUbVqFUR04nUVsZzd77lVj+OYUnp4ePDQEda2wPpOzEHL9XZ+fvk2TUs66m0inua403IX+unTJ13nrDhI6d5vmqbGBl1m8bacsPmWx8fHbVQJa8onGxlSels0b22LtNY8RMTn4/jZQOvwPVnH7vqR0/d93/eu3/j09FRzcVwUltHkoaqUPKIBgDKgvPWEfmqavW5dIjocDolDqbNWEbFJcgi077q+74mCClR7rYI4saMoEEBktCoixkvgHldEQxfBMwNDS13sKIEQYgYLzBiDohXMS5nEdxpUH5guiBEsmJIpCrJUMkQVO9WTElOQWVhEkGIIoUPmGDl6FKS1zJJnsAVq8kNTZTmw6d+oTgCIFCAGJOaYumG3P4S+M0Ix7ZT7jud5tpKfv33RUm/naxG43m455xTo0Pe7lMwMDfLs6hwBUAE9NlNGcNInADASEaQUdj12HU23KwITpsvlOs8lSwXQnCdPGMCJSOQwOC1CR+a9Y6abj/KarxvI4LVZXF8FFsy/79ecM63l38vlYlKu12ufklsd+aTx9RVUVa36EJpclJmPd/uUEgf0Jj4AKDWLllLfNPV+/frVszt3iV7haHvbbKk8MfP5fHYrdYJbc/jeKeHJf/Ak0LcjrSICvF60zjqUtQNa1ykl24zRn78FlrZRuOCwnnxWGyXNLbYLy2xNT9Cfnr+WUo6He/ec3j8RmUXERPshSTUshPg+f/NQ2c8tphhrFcB5nouWWtVUZhVVHbp0d5dS7+x48ZkHfk3TNOz34+kGwDHGuUqtlTiZyWaDr1Or0AhYjGOX6izzNF5vM2MwAxUlDE7jNMUqamsXvGFA0CJaBRisZDMUZgAdlZgjzhpyVoiRV2IgLRJdAiZWi8pCpXDdg2kU164kQvjrGWHTpEFE5hBjl2JvAb49f6PAOU9SJ8ZwvV7v7u6JwtO353Ec2bTf7Q67LgWs1VTlMt5EgQKDAvDy0QdGsDWsQgVwxn+K0V5uT/v4GEL/9O35dh1HK4g2TrcdDB7QrHHN0purqq4qoPKmpbCYkLl81ms3sCFo1TX5R6Blqsf6mIxMtdbr9eqDXIgwadrv9/uhK6Vcr2fPymKMt/G2RLnr0Iv1DwusKp6wGUbmV0r+uzGE2HScnIq8dhDFbUFOFtFAXRHH6pbluzeoGCJ1KfJWlwpgnmfmJb0xXTqFvPevCVjIppmyObdmz26rAK+TaJu1eL+Fy8JdLhePVJ1YkHNexgzBa4aJiCnGAiKm7wIDAAjE3HEMaQoZ56KqVXSaJhBVrTEQxQiwVOSIaC6ZGcmb3BG0yjiOsevGccTQx55UBRQ4eQ1awVrL+6L+qUBiACGQhFspZ5gD90xVSk0h+r63heRtAKBApmpAKqBAhKyACIQcmILgq3KkLSrfWMsk5ueLmS5DcmotInI8Hh8fH19QzvOoqgBs1pr+319+VDp+3BrEZNG6MClZtTKlecwP9/e38/z08qKqfcd3h93QJ7BqILmU2+0mBujzBV0iwDRwQHViuDqhPIQQUiSUPMPdbgfYvZxuU9bZSthxKdfQ7ZvhmfnWFVWu68TixijwD6sf9rgB283MjEwN4JUCvhYeqzeN2zqCNnLouth13eFw+PDwWGs9n8/mXQccbrfb8/Pz8W7vBuZvsbT+jONut2uR3bYu4Nfj4+O2/85NC9fBzO4kfak94JS1WNIYYKfTqRUbQ9/3rznhOphFdRlIYpvJT/6itM6jdKNq6VwpxVGmrfOcpkl0dj6qU1JprY146u/i575qHnwvyE3AxUJUuxiJ6HYbq0rNdYsG+bXfD0V0nrItKsh1KjmEoFbNMKV+t+slF0BzQbec8+Ac5dlpXOiH3zRNoeMkYiBEcZ17pIBKPnwTANB1bBSIQkpI/e0WzeaK4i21Rq1U4AVQNDIyNGAzHwpLyGQISEsJ1JyvbURk2jbWCishmgvJuMcGgL7vj8djybfry5NvAsW/Xqzf0g+IEJb6/nefPhhqLRozz7mcz6PW08/56arEMez3w2HfRQaVgoaS6zyPhtEQ1JApIhNgDWQGrKpo4IoBKfVDP6COJQNhP402zWpITNwNLBwVAFANDIxeq8raVFHIl4VWlxC718YLz4sNDBAoOLaM/i0/wMxgEYNB7fu+iynGSCEg4tenb4FYrZZpLmUOIQxd//j42A9JVh6/71hbO/t2u53v5wZ2vFlVXORka60Ar6W4dgQsxQAF94ErI5pTCszs4yhi9GCwWxoF1wY+oBhonUXhuLyHH2rqg7k2b6AtUXQGAG6hdiIz2x/umjdza3dP/enTJx8zdD6f/RRxSNY7j5jZFB0ydZHRlkAy81sKEZiZrNJsfhj3TABQ5zzPS0cCME/z+HI+gZaSZ8S7EIIrMfun7eLFnpobBu+3B0CE4pS3TcinACogQBC6mPqEtYopgQCjanH7W9ve2bcWmBVRkVK1WCVlZLBgsdSixITqE3xbW11KnSGthBLE9WjzY7utcPv6r5ggqFYwMIhMFEJKqefIDAUAai5Vxcym6w0V5tt0u+apC9893O92uxgDSDaVwNGr4RRIEcSUAjOjiTpFdg3DAiLE2HXdUEatQiL8/HI1JUopRaKoHfflVNaAayPPB0tSRxRasuOl3byOymsxVyAH95d/bn/UdqZjXf1u2IaXQ9dzWMK3ruu++/7Tw8PD519/9m3m2zWsU83ciYnI7XZrNe1XG0TMOZvNpsuYg4eHh60nt7V3ZxwnW6drNdiSiJxJo6rjOAZ4K5TUXH+jCGyzvhgjrFO5PS5tj51ScuDOK6quPEVEu30qq1axv4Lf35/+9Cf/MNzXu42VUobUeTuJrqQcEROz3W5XVUoW11/brsg4jj4Otus64piSCdj1esXANtk0TYGZwcCw1oomImKIxEtLobvp+Xrt+36uMF4voT9wpyJCHACXnkMCUiB3dAomVsVqF7Ebks6zQilaQqR1U/h6evctGYB4KGEKCMg+sD51uy7pQZCQeys4SanIBj40G2lB2K2dQSISQpqm6fn52VvMluP13+qxfHtaiWjRItN0GXOdKbBUOp1OMbJWGoajcD0e930f0UC1oqoRXa4nIKTAaiitTFIBzBjJyRNkUKvWorXAbcwp7hDSy+kbUCIKSpLrDGxIZIswh5qheVvZRlFtCcp8DoLqpGXNHokAicAWPVJsrb5gtswKIXQ1bo+8aB0kqrV8+vTpcjqfL7e7/eFv/uY/fvz4Mef8+fPnaRpl7UOIMe52wxqyoar41kVEH1zXLlolm8AorSN73QHSeoj47iIq5D1NRK34KSJhldA3s9dp6fZW86OsGjO0Dr72gsx4PuNG2rBFTR5JAoAHn+0PP3/+DKu+k9ctPDF179+o67x23GsV0bWpd5GfITGLMeVaTOfW/bg57DXGrutDUZnmMk25lFc19VJyjnEYuo46YhyvJ38cQ16XaZmh0/d9vs7TNA5xYOfiMaxpIIDpmnepF9+IgSJ1XVdgtlrQgJlQBLx/VlE9VkJAn04fOQRKXer7Xd/t0rA7Hu4O4VgBDVM3qdBtEi4Ws0EpxcVm3EO60zYzJhrH8Rmh5JsbITlz869AM8ysgmYgojlnvN0UdS63OAQRcRG68/lcsuR57FIYhmG/30c2wKLqc7jpchmx37fsy2mxHqAwE9ZFYCLXPM84jul8vvb9jkKcxswcBUxMx9uNermL64xbRYUmPkTbyxQaui6gzAwEK0CKoAIAYkaw9gBsOMwN13BOHKiYGcbw5z//+fH+4Y9//KNrmv3yyy/ObkEQz7Zqrc5l8wU5n88NoWzi9u1qs8mYF5Tk27dvboRdGtxiPbdEZE/6vEzvzx5CcBFD33UBVxwlMlezqZRaChHtUvIss7HLS60WAhH4k5rJNM2tqnG5XO7v77/77jsf+/T09OSj5wKnVj+Zp7xisJE25Q1VNbUiYlaNg4iKGAAyc1x19T9//vzly5eXl5cWhrXru+9/KD43fCoq2TQHECkOWigAzFITDsZ0GcdhGCri+TYRGvGQCwlGjMN1etndD7tjP1l4vt2i0sN330+lBBu8LapqMRQPk0xZLd3GLlBKqWPqr+dfq0IMKacfiAJCBCUTVGFTBGAA6PfdcIDbeJqmGybqdjtKKeebGIWU7o/7NByzhPMk+HTJQrcymmI39AR4vZ1v8wwhYcaeUhmzVWCKtUAkdNAFzQTXsrzXUhBMBbGkkGOaI59ZiYhiJMmMEK3gNBkiKkMNlob6d8N+V24mlrFwH28z/Pr1pHEHNe7iYON0QN4HDjBKuk1Wu/Qf5/lc7AJQ+y6i8fUsx7s/0AP96U9/OtWfmblPOxQLtk+SKlRbRFC9uxqRCBFCZJFapCqwo+V+Pg5pb2aoEAwjBQDIIg0FYWZ3i6pQK6nSIQUzK1lCKKBmUkMI+6H/8OEhxgig1+u51mwi/ueBUghht9t7G8D5fPaOpN2+b7X+OY9qb0oUtYbj8ej9TVJqni3POgwHIjJRE4gpFazzmFNKaR9B7fT8wsyP9w+q+vLyQkTH/YGZc86hITwtS3bD8wPDVi51A1XdC7VTp4Wy/+W//BcXKf3y5cs4jrVWT23tdajLMhKxaTPShm3UQoLWOeVLMI7jL7/8cr1eHZ7a7XbuyrcrEkJopHt/ilpr3/drH5brbs2Oyqa4hAG1zFPOw9DBSi9SVUQahmGqOs9zmSeOCRWrCCKklICWQhAaudooERGSofcxohkGZiLXuQmmDOZtLGyKIYQqWa/lNp7LaXx+oRDCD4dQFTkWjFmo5/7+4eGYhruvz1cbx3kqpRSt0uL835K136Tcy/cWKikahDTUWqtUqECMpKEaiGHqehOuhgCeiVGMkFLnoJ/AouCysnYgxNTeCAAUjEMahuGXr1/MLAQKMfR9Oh73Hz4+Ho/Hf/zHf0TEfuicPqCqClJrDYlFRKrgykb2D5qZPbFfVxVj6mKMiMFvqZQy3m611hjjblgk+WydytDOa/W5dBYYqe9T3/eH3eAV/DyPeQYz4QWACDHGoevdQ1yvVwfq9/v94+OjwRKL2jrsZbvm9/f3TlVVVUZqWZ/nDJ6Udl13d3fnSIeHo9M0ucMspXz8+NERwVJK8NSihZe+Lk6ElY36g0eSzLzb3Zd14gwAuKX1ff/jjz+29/a81i+PPN2p+nK7DXiTiFvd1oSMQ2v9cHP1Kue3b9/czeb8fo7m8i6rhddaS4E+dW7JIYpUzeMUiYfDHkECJwUpWUqpIiIKTNGDeGBKKQWazpfz7bLbHzHGXdGqKoBIi77o0roFQESB0MRIFaSaVGCuYIFImY14KUQgYq0KkEu+Sb2W+ZzzrEKQ0sszVDOgsUKYNcTdbdh/zLB8CrVormUl9wq61hyCGSi+AqILogqMuBQ2Uc0ADa1aV43UmJAw9Jw6MzG1ueCUpSjMhUpGUw4c9sOBIxmhK+AAkFk1BHIZDssKFroUY5JaihYONnSeRwCgppQOu+HheLi/v/v3f/zDd48Pl4ur0eZ5KjlXM3MRugbRtaxkHEcEjWFRlG7wTJ615jl7psPUxR4AQJfwjRBDXEbGMwKopC7EGIeh2++H437fdSnGiKC1FCJIgWLq3PxSWPI09xlmttvt3GDACcahIwzzPM9TKfkNXdkRRMdNbGVELxlQXQ4FP62cl+dwq3uLvu8/ffrEzCLirxBcDWpbXvT4MK9jZdaO9eV6fn52rW/HXTzyPp/PrsAtGx1lv637+/stH9ft3Ds+YOX1NW4qIgbm/TD4sTGO45wzEcUQ/re/+zsnEzlVb7siOU+IFiMHC2GtgdYqgdiz83meS8mqQxfidcpAFCnAoNN8G+cyzCX1Ha7t4WBmJiY6zyMAhPtDJJa189q8FEbR1BAZIRgaAFeBMsuNitrkOFMIpRXEEJeOx3G+zfmkNhNr18XdrqMqwQCpKxVyzmM9jTOOgsPhLteluKS2cLhU1YdAtS4NpN9wd4EJEIDQFBCLdFVYrWoGRMwiACCKt9ttrmgQxwLXy1Sz7vbDfncvdjGVagpIClTEVMEpKf4IiJECG5oBM3Xff3o001qraEmJukRgkufr3/9vf2dmOdfz+Xy9jKVUb7YWqy2hcAPw4tD9ce8EybgO8XMwr0RrNTOHTPxHRLHh7c15ENHh2K+E7D4u49VNtUaKXR93u13f5bn2AACK6klEQVS38lS8q7DFvbvd7nA4hBDyvOjBeMCl6yix7ZbzFgpyKjVgrbXxWyAu1Q4RyTkfj0cHOJwX7mkhAHiLhjO3g78xr4NFda22+wPrSntrdvXDDz+0SMCXJq6K2rgyVhu9hlchKjdyvzN3oR6ONuAIVpWKItqyUIeJ7+7uhmH44Ycfcs6Xy8WD3u2K+GKtTVjSxejv68K7fjOllFymOY/IIeeqWmPqD8f7PI+ny7XrkiEysyiIFkZMkdl0Hq9nOu33+9jFUueqEmJkZqkSKJiiGYIFhWAapwyqBW2WIJZUKhOtsSIt3FrVmUkCa7WqwrVkEwBkCkiEhgxA1dSMxnEsaiVLkdpISIhoqEaEgGBvQFF/o5Upug6FMgPaV71druM8TwAaIvmpKoaAQcxuY77dMljoumHX7WS+AAAgI4EozFOd5mIaOHUo5LoFTHG360Pcf/fh7nadSsmqOvT93d1hvx8YNU8jWu1S18eUmO72hxBS3w0hhOGw83Lc5XLxPgZPVXzspnuY6/XaZI1iXEC+1vQEMLgXbVUrt951bLWEEDh41RZi4K7rUhf61IXAjOhN+mX2wZ14uNvH6LO48Xa7rRlTqrXebrdaJcb48PD4Xt6iVgDo+36329nKZPIwsIsuz1XHccSV+aTrBCTHeDyaa2X20Ob9llVFpmFV7XCFtZW46zrV2k6sWuvlcnl6erpcLl4q3O12TaHUTW6apkY40LX/3cy+++47jzf8OGwc9ts0+6KnlB4fHx8eHlyG9fPnzy8vL62at12R/dDPcxlFqzpdDhOlLkb/RD0znGjM0/z8/Hz3+KmKTWXeD12/PyDi7XJ1GUkFUzXyE76LXRdzkcv5TAzHeAwh+GAjEZGqITlPDZCZKRFGqTTXmoJ4xd3MiNe5n7IsLAcadtFguF0n1TrPc8JgaDiXLFRrxQSBmYGKSM46TdNcsorzRfH/096f9NyWrWti0Khnueq1vnIXceKcOOcmmQghZYcGgt+AhOjRByPy2kk6ZWTZQkZgsK9xXrBkKssSAqN0YnNByCCDLNGxjIREh5v3niJ2ROz91atea5ajovHMMWJFJLboJY27Gkdxvr2KOccc4y2e93mfV1CmKWGE+EHoFKVMTyn1bijJM8+IHxgVlPqeiGPrNtv6fG4ZI+VIlKVKEsmooFwS7bvWOuvTNC2yUnBupQAPzjPaa123Xd9rLlRbVeNiPB6PJ+OiGI/ylHNuucya+qnrGqVUWYwn45wxakxHCDO6o54IIZXkiVRpmhdFkSSZSnld1860kvsyV9NxjlANhhhRFSNJmSsAclJmiLaapunGIxMGSANQUOEVXUjbnnFInLGc87LIYMSbpja9rqvT0O8nOX43ydIY/cW6gjXQC5VFkSYqUzJ1P22eizBs3/dt3ZzPZxh65xwrKPwNHPjhcMA0JM55nuej0QhgjAua2owxgVJEjCF5UMiIjcZIyUSYfkqp77rucDjg2MBJ4nyG6mSDZAwbsSzLtm0xNwMUmbIsI+aLU4olxvoKwSaTEc4ezvl2u16v12h+oZRmWabUT4AZBDCMZVmWgBGKwdrwhzUhUgophdZ9dTo5nkrOKBNNpxmRSZJZ67umts51rXaEKqUkF9S3nPNpnr/tTHU6O2dG05FUsu+NM14IDBIgzlFKhBSZVCVne2N9VxsnCXWUKCckpdRS5oaKFiGMCU6JoIxTSjxjnkqVOE8954wyIZhnzDlvrW0722nb6d4Ywxkan6j3njAK2anBAQ7hqKOhNEkIoZTDUVJCq9Yeq3ZfdUaTciSSfKryjHHuLOFUdH1TNTUhZDIqykxZqwkDP546T40mureU8DzPOTdXV8s8zwVnlFKtrXXOaC+Fc5akCc9SQbyuzz2ldDSaSM44I4IxpRTnglLunbG639UVGgjTRE7GJZ4yDZ1Eum+d1YkSYKtwzvvOVJXunE4kK/MxQv1Yc8YAvwG2aZq21ZwR5xyjXipRFMVkMk6ShGCule601oyRPM/LLMfJb+0woo9zjDmSXdd1bccYL8syz0prfVXVP2PMACJp27auazjV6XQKY8EIRc0cpyMOaULaCUZO27YRduGcixjywpbg3WBmoGwCKgwuwhhTVSecGdD5ZZjQhENLQ8UPeafW+unpSUqJ+RZlWVJK67o+nU64cxQY8VkAPFc312AqwO9hX6HMAkWMn9UnCCHOWilEnmVCSj/MQ+2bprHCao3GCJ5I2TLW9/16vb6/vSuK5HTc160t87wsx1mWvb6+1m3HGMuyAmXVgrhJOWq03mzeOt0mOdQ4e+94WWZ9E/XjGBepFIpxRa1t6tZIQgglRBDioWJNKeWcGeO6Tuve1HVfVx0hTEmx7w6OMCFz7UTdWUucofrcWsqkcQRdV0pyIRixzljtiUDD/qAlSob/9T+KXDC4QxQpW6MbbbT1TJG0HCVFYTxp605Kab2u26auGylVliUqYVq3jlt8g/XEWO88UyodFcUvPlxdX18bY7abl8OhUYJOJqOsKHUrPTFSMUpJ2zbnqhqNRtPp2IYBCngZY/u+NabvupYQkqfpeDyGBtnhcNgfDkopby31PpES5W/GmO770/HIOR+PCjdokVkpeJ4VQ5jTt21TxWhccNq1lhAvOc+ybDqdFEXRdd3pfOCEckJTKZD7cc6bpjmdTiwZtmvX6cPhYK1PkzzLstFozJk0xmB4AflpyybsPkAXJWVZlnd3d6fTqa5rzIqjsSuScxukmyLwgRgVya21dtDGRSURWI2UMsuy8XgMvx+Rn+CyKkQC6ET2YSwMvSCs8TCatKoqpdRyuURjFNihUPLGL6KH6OrqCutirT0fTxE1Jc7ri4ZjpZRKM1zJ5Yrc3l7DiGitz+faWqt15711xnrrOKdCMMYII45TL7jYbrd5nqZpTqw517USIsuyu7t32+22qqqXtzdCKCi1xpgyy81kst2uz4cjZYRSluYJiH9CCMplVbd5QpMks5YSwot83Pdd11pjjDvpJGVZLjFARmvddVr33jkveEoIc44SJqin2lpLGCGs6dre9oSn3vvRaMylqOu6baq+94oLQknf92mSKKWM033X+0Rwzm3XCMH6TqeZEonSxiZKcCWrqjpW52N1No6MyyzNM08ZpV7lme76JEmavuk1GY8lZaZtznmed4RrbQijjMmiGM9n10zItm2fnh+ms/F+uzlXx3d3t011Xq2u0yQ/WpMnarlYUkoevjxzzu+ubxgh43LEMb+grQ0TnHNnbdN1nPPVarVYLAghSAvbtiWBnOKtFYxJzhkh1HvB2LgsENcliUrGIxS3+r7frN+QGSZS8CB6bZ0bFTnnHB7Se7/frpFbAk0sy5wQAr4kag9EUGut1lZrzbksirQsxnlehJ7jzlrLuUySn8lbGDTyKqVWi+VisTifz5TSsiyJ8xHsUUodj0dcCeK40WiU5zmldL/ft22rlLq+vhZFUSAVds7leT4ejyGBijsHDhv/Q2uNwhpQGZw9EgZiIMBFzs05L4pisVhMp1NrLW4bMSeStNPptFgsPnz4IKVsmuZwOMAcjEYjF/jfkXIOPzmYLsYg5xxfeZK2bdu0bavBgXCJUm3bUuo5p9KLPM38yOGp254RQozWPaWSUc7gPLskSZIsd4R2Xdd0rbMkUQR3qrgALGyInUxnQoim76yzqFmpRAqqz8Z576VKbd97z4hnztpewwQ654yUGOlKvUN0qTDy8tRs/SD9QtE/AKMrEgXLElKgQdqTCyEES5KEOa1Nz4kXlBGMr+WcEGaso4Q6xrVxTdtvt4e+70VCsjJTaUoZM7Z32kjB67Y2VqcFKUdZlitvnTY1y5JJOcnz0hqy2R43m13b9k1TCcGa+tj1ZyVZkorF7G4+nzZN55xbrVZYn/F4fH//7ubmLs/z6tw4R9JU5nne9wbQwHK5HI0KznlVnYCyeO8Zo2mqkOAYY/I8T5JSKXk+n4/HY5rmLPSj4vxgXi3qwOhIQqCEeG0wjtQ3TXU+n7XWeZ7P5/OyLLuu2x1P1urBHRFijO7bwUElSZbneZYWAGDruu47Y61PkqQoRj+rE1ZVJaWczWZpmjJCcS9DJZyyCGQaY4qiQEvhdDodjUaAUZATXl1dQYBUYCGQI47HY1TD8Y0Roox1dhakZdgFdRgZavSlnPP5fD4ajXAzT09PLMjg41Mxyo02CX9EozFlfr/f73Y7FNzzIouGxzqjElEUxXQ6vVwR64zz1hNHME8MgseM8EFKvKNUEJJprdu6EZw4Z7vOWKtZOpRx2653ngqh8kI4T5u2N9602pzqJstHxkgppSW67/vDYS+EYEx5T4zprdWEyWFNuCDEWe8p5yIRlJLeGuOM74l1pEf/G1UE0weZ4jJRKvXN3jMI7BDiqcOsUUKttZ3uqaEDs895z4i1lghJKRWUEcbdkAZCwZIIITwhzuE/eN13+3NtrZaSxr5NSqmSqZCMELJ72B2ORklCqc9SVRSZlNIneZGPjCE/fP/0w3cPp9NJSqmUsKZPFL1azbzVx/06VTdSCF6wbjzNsmK72Vfn5sOHq/F42rXa2RatbIwJ76lSIs+nRVEURQER0bqq2qbB7tfGaK3rc8U5z9NMCdk1bVs31lrJBadECq6UxHYyfWf6zlvjKckSBTBiqEJ1rek7iKDR0M5aFAUUnOquRS5KKVVKIuxyTidJxsJ0aykS51zbdl3XWeM550pJpRQhDuoV8YVUFrCi1SYma957NzSBDMgNWqKAkpxOp6qqYLvhq51zx+NRwIdC3tR7j/KF1lpeaHKTMJ6eUmpMz4O4TSTZwBCORqP5fB5thgtdhXVd41TjzRDVgc8EsQbJa9/3x+PxdD640IkMkiuCWLxtNBpB2vFyRfDAnHMYtsAJtZ7ETjBGqXUuSRJjTNNUjeks8cYa66gRMmK553OdlYWUkqskyQtujHf0sD8latG2reR8Nhlr279u1s65xeIqlRkhXpueOi2FT5IkSdXpsFcU2nuSMWZMikoMIdp7zxhnVHjvnXXGO84dpZpSRjz1lFHKfVA3JpQaY5zvCCHOWKi8wRNa50yvO0oJDidxzjlvjJKc82GgIuPceXqsm92p0h0ZjeR8NilGE8ZYb3Sn+04T6klvzXyeXV+tVvNZniXe+7audrvjVx9LzqTRznuSJKmUQjB3c3vdVIfDcTsuC8bEdFJyTvf7/Wy6eHtbv76+luU4S0fWUEetlCzLClSDj8fjZDK5vV0lSXI6nc7HE4w1AjZA+U3TwN3hcUQeyHg8RowWhchQPAMcOplMMDFlv99jfzvnUiEJYZyLoiiLoqCUdlqfquZ8PiulpBrGCVpHuFAqyeBIAUNUVVXXzfDrahBf63sDEafLLQc/jF9khOLicSKoH4pzgEvgXaqqenp6Oh6PaZrO53OwAiILX9zd3f0jdZhBqdpfvGLpDzND/UU3U7QNwHxJkOXAYRZCIHqO80O99xjwDUMFxBb3aYwxtgd2CgwW+OpqtULSCEgKzvMiQO8R03vvQR8nhNRVQwU3xgR1X0oJ8c41et33vXfGOR8gKEmFdMYa7YztjfUqydKMdZ2uqmq3253Oh95008UkydSprvq+32ze5rOrNE2VEsQZa62STCnVm45xS5hwRBHiPWWEccKYtyimc0KpH1qTtSNWWwE9Q0RHw3scI4QwOoj0MMEZZZxRQj0j1Hhi+r4xhpOee8IpI1BVYIRR4hknXFAh2647neuqI3lK8zSTMrFadw4tf7lSKlEiywrJaZlnnJKm6bquaeuGlWPO+elYPz4+N+fm6upqPp9K4ffHl/V607RN+uF2NluMikRyIhjZ7I6///Y7Qtjdu6/z0Xg0mY3HEyllXbfG+U6btu+Tvq/a5tzUm81bKtNO93XbRLzRE69SMNQoxNHSfJgU1um+6doYc2Fzw8Vg55zr6nQ6bbdb4I1FUeLwIzOq2xaehzGGn0DduDcafymKom9753zXQe9UE0LSJJdBDKbv+6ZptO5+BsifTiet9eCHySA3AQDFahP/L8LD0+m0Xq+rqhqNRtfX11mWaa0BTyJMFdjuODAx8oTViV4VP4xViGS0iOgABSqKom3bzWbTNA2cJwBcQkhRFPf390VRoPLhwxxTQoi1FgwYFDCSJOG9123XnCtK6aQcTSYTlCt2u11b/WQ0zeVLSq6UAHfSkYFF4B1pdX9BPxDj8Xil3fl8PnnSGU28b9tWCMekSLPCOdd32lgrpVQyoUwQSs+Hxg9DBc7Lq8W7d3d12708vxGyTqQSggmmuvpsvWGMCMkEN5Qa51viFKRmiad0kMqmhITx8sQ554xxhBFKuSehyEcdGvMZG4oPjFDvnbUOoxOlSkzfOmMYdXywLY6QoLnmPaHUUnJu2lPTUkaoo5JJyRUXImEiyfKsyJVK+7YZlVPTd4f9uq3P1HshGae8bXrvaZYV9zd3i4mRXBx2u1O19u7svFks8sVyOp1OiLNdW3tr//zP/6Lvzddff/3u/sN4NCuKMefy7XXnvffEcs5ns7kQfLPZEEJY4DPxYUKWjUEWPBI0+GBnIcgrwxivGH/R0FMOhA/YXqxp9b3RWh+PRx8yIBWG6YLOL5MkKwqc6U4bJZIYpqZJLsuBSYe0sGkaMEYA5MaXcxcFeqlQGCQXchjANYwxh8MBudXV1dXV1RUCQzgY4LRJkojtdovYIFYI4wFj4RVPIGOsqk74mRjXwgvvdjtQMbTW+/2eMTabzVar1dAaIyVglRiOHg4HnGfvPbimuG3dNXjParVaLpdCiOPx+OXLF9gemIafZcmRdkcpNcZ1Xdc7B3vjnHNpiv+QUpZlmaTl8/Nz3/ekJdr5ruv63sgkS3OB9jbvidbG0U5KmRYFJ7nWvSPD5SV5AviqrpuX16f5eLScTxGYe+aVUoy31nrte0a8JZYySbkkPgQNKMJxQgmGdGs6zPwlGPcdl9o5Rxg6BS3x3lhDGeGUKS4oF9Qb7igIw8wzP7RTuxC2+KpuO62zIm3ObZYVN6sb7LzeuLpud9u35+fnX3/zyyxR3nHBU8G9c5Z4+u7dO0rp9m293W69Ydbatj4KRcvxxPrzYj7OUnFzvVCJeHp8/Mu/+EN17j58+PDVx1+ORmPOZV21u+3peDyOx2OY2jxPnbNd36BKXJ9aQpgQinOJLcuCoh9OUVVVu90BQRCKWzD0PijV42hhZ2OrQH9+wPBDVJWm2Xg8zooCW1pbVKFFkmVSJt77ruvathMJ5phwpIWcc/AldZCl54KqRER6YDD6A/et73vBBsbyEDB6D5eLSBuMztVqNZvNOOeAJ/ENEE00xog2KBAT8mMfPo4WC+KiOC0xHoCfhUQaCYAVaD4ARabT6Xg8xtTeyWQSOyOvr6+llKfT6e3tDbsyQqAudGNcX1/HmcGPj48wh4CIxIVi4uWK5GmKVqZ4JpkYSAmMsTxJXZoyxnDB3//weDod5FZY4YzutdbOaUcYYZxQyrkghLa67xvjLMnzfDmfnKpT058dtbvdTm/0YrVcLBbOrdev60+CM/LVfFoyjn42NkzMco5RawwVfKAXU8oHxxgEsz3xzjnGhMfsJPeTlkA/TBFmw3BPSrhgkguAMNxz6q2zxhlqLWUE59Y754x3zpqma60lKk3/2q//RlEUlIv9/lDVrfHEWdLpvqlazqV3tK4bwfy4HKtEZEnaaP36+vrly9PxeExE3jSN6dvluKjrw+397Fe/+toYXVWnl+fNy/P25fXpFx9++dVXvyiKous0JVLrjjH29ddfd12nFEYy19YaLhhKc0oll7g3al141XW92WyOx2Pf95EKk+cDBNI0DXIcVLBRysZmAAF14C1SIYScTAb53fP5DDhqsVoyxiCXiuEtnhIm+G63E2EavHOkbRvo7eMaijKLWjKXWw5g73g8TtOU+oHFhm0s+dA9iOoL53w2mxVFgaNBKcXFo+iKsFFgIWKJD/w90L2j64+HhFKa5gkuWkqpux70Pyxr1zRIKYui8NZyTxTjVdUQQpwjfa+PxzPOOaX0fB4IaIEgOkWU33bnc1OfXl8QCQwLlKVcycEusDB+JHpCRokbJsRTSjlHZkyFoy4MEAcMtV6/COoX06w65y8vJ+a7Wak8ZcZ5050toVwoIVSRZr1xxpjTqXKmT5Lk5v6mrtrdYU8MO2y6vj55S0Z5UTfNb//w+3d3N7fXV4YmhhbCG8mcc85TnySCUmLsSVudpFLr3nvP5RBuEOKEEL4lXAhOpSacWks1JY44Tq21eZ663lhvpCC215Lyd9dXXtgvP2yIc4kUWjtGeKJK3XdMpk11YoJblhtHbj/+8lejMk3TqRL7/X63PWjrCeXaurpt2753idfcZbPpnH0gxAkhq6Z5O5/n+zfr7dSdCK/ajsxyki+JTM7Xv5rmZaqollI9/fD8+LTxTt7fvP/lrz4sluPJNCeEUNpOykwpZdxBJkxITylVDHLqQxtAd26BcEopR6PRMBremKeHL03YP6MiL4oCAxsSKbfb7W63wz7JVeKcs12fiqHTgnjSNg22e5ZlNRvUmbQx1hghRFakUkpHWNdpQjTOtjEGnI7r5VIPgoPaWotY0Xu/Wq0QHiYqAQp6ueWWs+loNBJCAN4HnStN0yxNOedtV7eH1hjDBc3y3Nj+eNIk0C2zLJvOxs4ZbTowVQRwIR9kWLE/gEaa8LJBbJyFnmXgQk1VwwIhfOrbllK6Wq0+fPgwmUy6pj0ej1QON4wlNkEdA+bEGDOZTO7u7kaj0fF4fHl5ATeTUooSJwmzrAC3RKPwswAdz+PStQKYRoQQGXZ5ntuuW61WKs3zPH94ejodK+cdY7KtKkuokJ5SLiQXA0vBNg10wdMkSRaLRdN0ddvWdf3yuv7P/I1f395c/+EPv/v22987ozkjTdOUkoUxs05bxxjzhFIunCWUCMYoUkNMlvKOMI7pwtajyU1Zb6ljzBPiPeRRjfecMi+EoIKmxVhmRd82njLPFaHceKKNZdqMJtPlcjmZzR7fXjbb7f70nKbp8ptfESqaTp+rhgqpkgQG9ObmRgmu69q0dd+0lbfOauecpWY8Lq5vZr1tu66ikmRFmqaqKMe9JcdTs357fnrZGs3e3V999Ytv/vpf/7UMIrkw5STIvSDN80HEHfU9ZilI+QN+VtfH4xGuiXNelmVZlgAP8SifXl6qqurgG9MUiAsgk7Ztqwat20QolSSJShKR5kBTvPeRq4nTheo5CT0GqMnV55oFjRU4oUhM/Rn363LLIQasqipe/GQyYaHhNg53ianWzwLJS7/qvRfoyBCht9IESWwdxDD8IGQylCjgVfEzfdsBMoY9e3d3N5vNkiTp+/75+dlq473frTfkgpgaoZ2u6xaLxXg87vv+4eEBkslFUZzOu1jkIaFdwwe5ZRqkAS9XxFPiIHPCWZoMgnN937PQL2Oc9YZABWE+nyulZgsjhGj7vmt11bRG2yxP6tZ0TWuMQztpIhUToqpPpu2FcWkO+Ddj53NVn+5vlp8/fza6f3d317fNy/OjMf0vPn7sqx0hlDHuPXPWOesZ45xJG9S4nDeEEMoV6g1Skt4YTwihjFDvmfeeUeopI9pp5z3njDBCPDPUt12nmWq1azvnJZNcqXw0nszYZD6elEggN4fD//vP/+HusM/z/P3Hj6em91yNxnOVmTzP87JAvfjt7fW82+V5mirmu9b2HaWUeZuVUmVMppwRpTLOpciyRCbpqap32+r1bXs4tYym7+4//I3/9H/219/8Jkn7Pk5BCX2AMXFA6oV/BbReJgV8AooKAyKSpgh5iqIAoaTrOuAuiCezLMPhxEaPRWxgBMhfsL+1tSQMfkfhDV+FokLTNGk4ydiHIJngauFL8G32Qmg35mvxBaAOPDUCRy8ldnUfOF4I3AYVGSGgQwOfYYxBTotbEAj5RBiFEYXPbGgQjkYCH67bCm8jhCRSgeBWFMVoNGIB7URh0PTae8+kQv7qwjhRHKq7u7vD4bBerxljgECRVSYigC4eFXAeUVkyyPsQ8lNxMRt0YmKrhxACtCMkGDzMmhNC1D0CA5/n+fXqyhr/8rbeHU6pkG6Yp+SdNYYOMW2isqG3zVlrbZrmRZkVWaJ19/rSHnYbr9uyyGaTUVWdT4eDCqq2hBBLrDHGE0a48MQSyp33xghHMSWXOmcobRkb7Ihxru+NpZIrQal3zhJGmGCeUet8p/vt6dAe27b3SV6OylIwWhR5OZ3lafL45QchhGdeCNF12hpvHKNUCpUVMuUy7bqOMKq7frPZPD8+nM9HTuzVcpHORlK3KSNFnjrHFtelc855LaSQMqeM9b05VvXL83q7O52qflTOPn741cevfnlz/Z6SZPv2aIJWSiKkZFxQJhlXXHjn+77v29ZoLYTI0jRJkupUw8RjS4RWCTmbzbBBkUrhpbWeLeYAKdI0BSIKeT4MJpKJiuigtVZb0xuHufAkyMygkwZK/rDm2Mz4p0SpCDSw0Fg3dHsFskp0ffEFB4i8FJznoftRaxf6+2K+CnB1NBoxxrAncWskCjIhYMAFmYtRhjyIkcUX3uCItYGJNx1PwCDlnFdV1TUNrixSECilp6aNxw+mAmH3fr+fz+dfffUVZrjhypxzUvEYhRIKsS9GKEWnnHf/X/SMgK2hgGuM2e/3EQpC5IPswoTeYtRgiqK4ubkRMqFcMMbW2z3lvEgTrhJjfdd11bmrKS3GMyEEYRRhLcIYpQSl6uuvv2bEPD58PmxfZ5MJIbY+79WopJRJITjnWjM8eOoZpcR77pyzHgedEUoZlc5VlFHKKXfUWmNsz6TIsoQwea4H/MA4C53S1lhNWDGZL+bTUZaapnFON22XJIlxpKkra62QMknzcjRZ3Vx/9dVX1hgEY8fj3lpLvdvvNuf9rshlJsU4Y8p31najMluMM+Kto9oxL4RK04xRea779dtpf6ico4QWk/F0dXV3df2uKCZ11Z5PT7MpwzHAIpOAIKCbjqG3JRnAGJT+4C4YYwguYOJP1RlhZHSqSZoUo3K+WsJqG+eqpt4fD+jIYYzlaZIVhRDCOOeso5RSwXM5yKXFDlr0+AKlBCX4cDgMuEtRKDokMv6nErvxRvBH9VOZzb7vhRBAZXGkgfwjjYqegAcxF8CnqBmez2ewwRAvSBAaI+gEd+GD0Mvlf+AHpJSecsQGi8WizAu4vuPxeDqdnDER9dJaCwZBKNrUzel0Qgv/aDT6cP8OVYq2bY+7/evTM/IBQGRNfYQViD7ThgFxPx7On74WiwVihti8DBgKDJ4syxCADbwHAR5DqtI0y3ImOAiHbW+c8454p3tjnTW9cx7PUigZQWcEG0KwyXjEiFst51eL6Xb99vL82JyrxXzMiWaECSIE59RTw7y2zjvDKLVGe8oSKYinxjso9WhroXTrKMVYX5XIsixlkmlrqqaDHJLKiyJNGGM8WQjBOON11bbnI7G9Yn4yHlHmM5WUZU44SzNVVRXz7vN3n5jtCCFG60EQnjjq+ywhfaNneVImXAnChZjkqlDMWlsxSqmwhB5O9bnq9ruqOre9YYzKNCkn08VifpVlheAqK3Kl1ChvsDhx78bHh02M/7Zh3omUCQtN3sDo4bLe3t5g63FuwXFLkuRYV4hEIgOEECKUBMkZTA8caaAAnQnzwwNljIcx0n2Q+UN8iKMCqbhL1CPaCx/mmiCuvtxy2K5QVTsej8fjMQbhoJoMoZC1CK1x8GKpDBcWg3aBFBYXhFgZLhiEmnj8Ig2HS4aCTySa7fd7yIa3fV9VFa6PEIJD3+l+NBrd3l1jbM1AU2qrzfbNe6+UmkxH0U6cq6PiP04UxWp6Sq1z1hgayq8/K1Ewxuq6hoYcknshxHQ6RQ6w2WwQPCNy6J333mvdMSayLL2R11Ik5XiUJMl6u1+v1+e2ds5RytKECyFq3dtWMy4DVuy890ab3W4zKjJGZqOymJTZzXL2+PC5aWrFjfeeWM9d4onjvnfEcuIJ4c5ZLmSepp6QpumMaYVKHePOU2Ktp5wSzpjjDGI/khIOJ885L8u8HBXe+14LZ23TVl73ghIhKaOOeP3Vu9vDYW+t/vSHT5Clubm/846Qdug2SFPunKvr2nVHYknCSZYKqVieiDIfJYI53xPq02zSNG117o7n5nzq28YymuVpbiyZzq7u7++vrm7G47IYlWVZpqk677/gYSHEQEKFjYushPw0szqfz2BUo1cdfBe0ICBxQsEQCdHpdFrv9jhmeNZKpgBocAIJIYITnko4K8YY84YTShlTfKAcGW26rhvlBXr/0jQdjccgaVptWBDoiRYfp50EqjM8ys8OIX4LlQzwCubzOThhOLGATpDBxfQNF4nwNYI0lFLhvS/LEnxrqPMjLITDvSzKYRGn8yWC1bZtq9MZXX/W2sfHx9lkgmESm83GOTefzr7++uvr2xt8W9u2h8MBPooxNp/P4WNjMAz7RAbFKhtNAJ6iCXIY/2ix/vX1NcbiyAfSNK3rOupnITbAmaRSIZ9O03x1fT2fL0aT8XQ6hRVv2iqefOT/nCdt23bdiTGWQjpACkopceZ42D1zQq4Wi8lYjUvdL7113fZ32hnqNXGaWUJJKzzhxBPHjNOKZEVKCSG21c53nHjKpNPWGu+pJ95T572xVhvHjXcuEcl4PE0SCVhC6+75ec0JzTktRuNpkdquMd2p3r9uqnPbVGma7jdPUspea+mutNaT1DJB0jTJ84wy1nVJvyycc5yz8aggznPqkzwj1nbapCr5/LI/Hk/nU+scpSShNHOe95p8/fWvVqvV+/f3V1fLvMicM21b7/dbYn7Uv4nZFAIoxJYiCKAgikHngVIKhWzg+zy8YskenJLT6WQ5d85xKXC8Ywh3Op0E8UKIrMiHgpnWdV3DZiF3QHMCD/3lGHZyCb1SSp112OTwwxHJl2GeROwDvNxyaZqC1oP9DEYB3DtjrAuThm2QViGB18mDhqALU6Wcc2KxWHRd9/LyAk9CQ58u/DU+4L0fj8eAlY/nA+72cDgcdvu+79Gwe319nQatRPQHFlnOOd8d9peN87HIEc9YRG+RK0v2c3eHeD2OBwAn/XJFemsIoypJhRDGu9fNGvGJlDItchzyU13hnG8en5bL5cePH6VMrLWHw957kqTyarXI83yxmK3X26fXl81m03cdpdQYojhXeW6J987W1bkXTAmRZYlSqqrPry/GtE1ZpHmaWaeXd3PnnLXeGNNpSKk7533fd4xRQpr68EI5U4Jx6qw9904QwjgVjjFBOafWO6ebVvBkNV84Srz1putbWkvG8zx/t1qkiRLcd9Vpv3lsjwfmtBTU9jVjZLfeZIJYo5fjnOgmS9QkMUkik5QwaTxhSnAyKhgVvdGEUHST95502hwPp6p6/u6tSZJMisxaYjqXKH5z8+5qdfPrX/96dbVYLqeUucNxc64OjLkklUUx0Vp3bQunTbw/Hg5ICNM0nYzHOI3WWuxCxiW8B3wFvJwxZjqdAho1xoD8SCkdj8eHpsH+jqcLoSmgF/gW730scuCDNqhsxgiOMQZ0IHbn4T0Q/8TeQ9LELiSRhnJi0E+Kr8j3QniJagcs0WVpnRCy3+8JIePxeDaboYIP93bpfgU4XNZaFE8BziI4xDre399DI/Hh4eG3v/1t2zeAXkaj0YcPHxhjCHan0+k4gMhY96enp6qqEJoKxoUaBE6994zQ0+EY01bKGGdMJZJz3rU13kbCmG8YTjBmWJgD/jOzBPAq5uJRAgeqUFh02Npf/vKXsEY4qIPZ7vu7uzsESw9Pj4Q423cn4q21vXNo1aNcRpOvdde1Z0Z8qqQWg+EfitHtWQiRKJlnmfPeGNf3vTHOFylqrjpORzXOWi+zpXOEUioZzxLORKqSohxNBQgD1nnmHfFe97ZrvRSzUnHBqDXWt8x2xNbEaUr8pEzaujlWp7YiUpAi5YtpnhXFVdJ5woy3xrTOe0cEEymRPskzY73Wtq477L/j8VhVWoip7kjfGiHUZDp//+7jL3/5zd3N7YeP747H7ZeH77v2JCRJM64Swajpug5hmDEGWLQIExCQ1JAwuBJHRfuBQXquBtW80Wg0Hy0nk0nbtvvT0RhDKBGJ6vt+fzqOZ/O4s+3FACKkeS60VkR/Bf6VCdK1MNz4X7jHmJuIIN92mW0iI8P3Q5YFzvxnQk+4cnohsQGvG2EYRF51XSO5habE+XyOjB8fRtA45wQhBM7UB505bM37+3tYjrZtn5+fj8djbEZGPxFjDOoaWZZBkYk4hyBwuE/K8jxv2zpy/y5hniT5cVST1tqYXmsPV14UxWw8HgQOtNZad31vjGm7zlxgP/E1Go0QYaLcgqBlu93COmBpYIallJRwrXXTt9ZaVH9VGDbHOaeUTKvxzfWSUbfZbA6no7LSaNdb42zvvLPGa60tBiQQT6iXLT/VgjKfKsU5ny8X+N0u8ObSNCWcZVmmexsMv4t29OWgCSE84WkiiyL1VKgkS/NSW0eMJt4BmNXamp54K5iXVHtrWm8a5nrFreBESXY6boh1eUqznI1H09limaS5tbaqzpwLIROlEsq5o9IQbik/HOum66umPVdN2w4JDGGMWMG5KPL8anH17v7D/f39crFIU/Xp0+8EJ4J7lkviem875kkiVdcP/E8Ag5Hh5YOidDyT2F1110cvgeAQAAwSpwjRR+RDpml84pdICX40lg2j4bbaOue8c1KINE3zLM+zXEpJnG+qGn5SKUWct9Z47+vQugBgMjoVqPQ658Af+FmJwhgTYZhY4QCwghrgfr+31oJmDJACwWAkOeOMwNsNNcAI3eR5vlwup9MpOpseHx/j/EDEA1BQxopPRmME3Jzz19dXGoS0h3Wk7DL+jJkeC+oY0ZJFu8U5//jxI74TZUOQyxEAwIPDhl2uCEJzRCbGmMPh0IYRa7EEDKvhvd9tD4wx8DSN6Y1hRVKg6dN5zxmZzyaz6fg3f/TN29vb09PT54fd6XTa7XbntkUhGNw5Sr23vq6brm4O+22aqiLLpBR62uPMJ1kiGfMo7XSmaU/gjjLGkkQylgxJ+SglhAqhuEy8403XdX117GouZXdutLNSpdR7antmnCJJkReMeG9JwsqUW6eVYC4RzLm5M73W1jiSpFmaF5TwztC8WBJCnGfak77xp/p0avqm1Z11xpJWm67rjHaEUQywE6SYTCY3Nzf3N7er1SrP866rDse1YNT5XnKSF6oclWnCrdO6086xaPuwBXGWfGiywbY2QWTFByZNzJHgoED6xwGjF4P+mlYTR6in/GIcFadca00FZYIJJjz1RBDq4Vh+YnZjxRt4RMTtENPCMeD4ySAbczgcYvMd6nvYV5dbDt4Vxw9XBTkYNHAcj0ecQNQGAUYgpULuCrww2H0qGGP4zM3Nzddff53n+cvLy29/+1tItUWaD7qnsixr+x8vjlMWXV/XdTygmoMHM733Ps+HHlwaOEE86MHg2cRKDm6MCa61ruoazs0EAW8uh1o8vuQnAfrxCEOFApQnJMvzsixtGLPhCambBpsjS/KBc8gGgXdUjeu6TpJEKp7nM7BYF7PpZFQy8sNul3DqGSddqz0l1g9EOeuM1tr2faeJ1n1d95yT854oRcpigFKUkoqnLPGcMqQABBPYrXXaeu+VSoinnHtKjaOa+c7b3lrHSUp9K4lPOKGUSm5zZYvE9X3LKKFeO2c8xUhR03nvveWMiTQRlFMhjCPW2d7a1mZd152q5lTVVavbzrZaa0cZFYQLQhghKRdeMK6kUlK9f/dxOp3O57NRURBqja4ppVIQzkmeFiUmhxLXt03T9F3XyGSYJcYGkWVNKUXsh6QLuUD0V1mWo9vdOQdODLwQcrChQpgkiBJPp5OQKQmNMjDN+GYSZjHQS3H+8Cs+6NLj4RJCmqbhYbRLrJeg1ieDUC0kHVDrRnELriIGd/E1nU6jUcCr7/vD4YBcsSiK+XzOh+Z9BxgmnkA0UvigxkQIEVVVffz4ERnR8/Pz8/MzvMpkMoEzZIwhXkUh7le//hVCjqqq1q9vcFCgGuGsRpQMeo/n85FEnfawLj4URuHoYwrRtu3muI+FGsKoygb5kDzPh2Kg7u0/0k8ITJlzjh9NkqQJpw5viBk8p8OEcMEEF8I42zQNlPg5n5blNEkSYl3Tt86ZPE+/+vhuPpuMJ+V2sz+eq8P5dDrXVds47SgjSimaSOahP+GJ8z3pq9qv99r5XZLsxqUcT8oiy2aTEWNMoIGeSkYdxbwHZgmx3lviOaU0z1iWZp4S72ieKI+J2dR7z7NMjHNytiCmEiq4TARjCbGUEKu4kFIKlRIqtKNtp5tea61/+w8/Wcz/9cR56gilNCOUt1r7fpg1nxfpcjZfrVaT0Xh2NR86g6y2tnVepEryVBJrVsv5arXyxr6+vh53tbU2ScpRUTLKbK8J56lUmUqw4E3TmK7vm3YogOUJQkeWZYQQVC/iZKL4jGQQxo9UFSXkcAghM0msdd55p5RSQjJCnRlgTauN1UM3gw0Dv6LvjSUNnChEhjiTzrnz+bzf79HWB74biiVymKqgf8YdjcxqH4jQLy8vuBdgsCBvxjgOngONvIB5oi/13ou/+Tf/5n6//8u//Mvj8eguBEnRil8UBar5SqnFYjGfz4Xij4+Pj4+PXdflaYaM03u/3+958GkxoiBhCnGMPH1gok4mE+SEnHOtNcoJbdvyVAE0A76C5QCs1AXZ8J+dQOSc8KWUUsyEivw7OHCsAqV0u9750LU8hEm2J4QM+pDUGRs6pxibTSZ5Ui5ms+VycTiddvvj62b7+va2P513u11EwzCEkHjjiW+1JIQQ5an3nbNve/262xG/U5wkimQ5z9O0yBLoECghE9HRYSRO54bZH5wRyrjgGaWUUKoRPAva2/6Qj64J8c4ypy2hKaPOWU89r9u6PZ72p/PhWJ0r2xviCWGMeptyLjgXjhDniLXeE0KJT5JCcZFnyXQ0Xs5n1zdXV8vVaFQ0vk7TVDKqtXeeJJJLzoizH77+2NbNl+9/6HvDCB+Vc8E5o0ImJOJSkaqCdlhCCJ7dZdh2tgadB0irkiyN2QcTXChpjGn7Dq4jz3PqOBZ5OMOM4asiNxUnKjpG4WmkudELBRb8Oshl8cBHpgp03wghwFHgyWkQAcV+vtxyMbomwxhz07YtRBzhrqKER9d1yONivxW2K3wGnLB4eXlBNwP+gYYBHUIIHIzxeIwev7Ztv/vuu8fnh1gbkUHA11o7nU6p9wgbPMZfGwyN8bHyDhMyGo3QUIysD7PgEK9LKdFMDT6qlLJt291uB5G1Ac8NXPP4wp3HuB/PzDmXpilSf5xzHHLBZIyxcbBVOoSOXddV9YmFUYoYd868SVVSluV8Pl8uq8VisVguT6fqbbtpmuZ0Pjd13fe9c8Z66pwXycQ545yj3lLiOCOcUU5tW7etIfpkj4eK+IpSIgRRnHQdSROS5yRNiZQ0kalSCfYlZYGy6w1jrO9k28jdWjqju/bc1Keu3nfNWffEWeIcwfFCjAkRe2t9OVp4RwPr0AIoypJUSL6azj+8v/9wfzefTVLBjdG677nyzvWdcRYivEUiuTBd//TwRcpEcZUluTWOOEqYYFy17RHmj4SWCPg359xsNoPmEHjYcCbr6hzrz1rroQMoy6bTKZjW0RPAbkqZ/Iy/AiMeiTj4VxFepNPI8TBpEAcPqUrELxBnGmPASMHJRBqJH7XWouKNowFrfrnlEM1hT8I3wKn4QPDCg4sGArQWUFhRL5Cht+t0OomHL8/IgBMluq7r+mHW52Kx0LpHxvz09EQHUpycFDlCO/5jFyKnVMXzjVtijHIpvPfOUU8J46zISoisoSaz3e+io3fEy0RhcZejRWRgv2ze0IFSFmMaWBfOuZ8xSEfFOBJqsV6U0VRlk9FkPB5ba4/7I74nUakj9nQ6gV8K5BoNxDjngg83wjknnvedKxKCITFlIif5aFkmN/Oybrqmv1tvdo+PT+vNrmoba702xlpreqe1ddQxzjxl1lriCOMZkzzUsqUxpm6aqjOUUuFldXaHVsByAz71foiXkFfEBmXGGCu20boLxjgfM0Yoo5SiA0ZzwtM0TeWQOfemNr221lJGRlkyGuXLxWw6nV4vV8v5bDabSSGMadrOeu899azquBBlWU6XN2mawsYzyopJEXIEm+Swg965ZlSMmqbZvxwRejDGZJZKwjB4yDN6bNv9sTqdzizwSGPlUHCV5XlZlGmano5DpgTZMc45JZwzfjydeFBRCSGDdc4dT9UQZDGRqhTwT6978KKwzQDsASXSWp9OpyzL7u7uyrKMe4AzQrxTkkMsRIqB/rbf73GEGGNSSMxBjC/mW0o4urDLVJTpeD5f9H3vnGXea63rc9V1naA0KcZN3XRdRymfTkYRIMzSDO7XGCMgU7/b7YztReiXF0L84Q+/x2ELFmIwTsT9ZIZ4dPRwytgfMcBAn8h4PJ5MJqicnE6nw+EA6SsXlBRjDKCUOp5rILyEECC84PWKMFIbocjlivzn/it/l/z/+6v6j/+nWPM8/iP/9LPA2/70/f8Jr+Y/5u81ITtCfvj/4Rv+6vWf9Mrz3NmBRkIIAShlg/YSITTW3rz3kLq+ublhjG02GyHE7e3tdrs9HA7H49F7L7a7NULb2Eb18vJ8Pp/fv38vhJDyJ9Oa2rZVgkX0CS9CCH4JBR/EvkIIFA9x7vFHQGEIKc3F3MJYyT2fz2+bHVofwKs4HA5I6s7nM0LZyP35q9dfvf5xvQRXhJMI/zAmEPS6QTVnaM2t6/pt+/z+/fs8z0Hyvr299d4/Pj6imwl1HVEPr4pSOhqNZrPZ9fX1hw/v2rZFhOOcw3w8eP+uIzEo9xdT07Isg2apUmq5XE4mE7CBYl+fDvMtEHMj0IL/tKGNWGudFaPuYgJpRGVvb29x/wiQ/rEt/1+9/uoVxhXa8CLEkDgsmQ8sZWAQ19fXEHaAiwIC0jTNdrstigJ8GPH09DiZTD58+DCdTiG4H6soJIy/w6lD27TtB122SM9Drhy5EZEODnoupN0wNxuUVgSZIHn3YRQp4n4p5f5wQBjswvAdADl9kH9FlPuP8QH81euvXp6Svu/bru37HqzDAbylnFJaN83xeDTGSKUmk4m7UF2BCzkej6vVKnb60n/vX/9nIvN9wFT4QPYjhIDkEQug3ntOBhuALwXahjOD02KMQbxLAnMc2qzz+fz29lYptV6vX19fY5kVX/tjmZVyeF0g1AA2o28kgekDEBxMxTRN0R4Sw1RK6WQy8YE/BV48vpOJCH54NYx0zZRSYCxECuLQ8ixE3fX0QvZ/sHzWTafTiPLFvzvnrNUodmmtWw2lA+q9X16tuq5rmx6hwf54AGB9PA0iywDfWRhRjItEQSnLMh/0l6WU8/n85vZqMplQSvumHUSTTa+UKvMiyzIhB/pu3/da97gpKWWqEiQdqVLT6Xi/3UHlfjoeA4Ppuq63fZRIh70DBSJWzMDPQukZC346nY5h9B2lvO/7umu992UxRolrfzx0XTcajWazedPUsWKMhVUqAe+/67q6Gibg4rm3bVuWJQCpy3K8C1IalwWwOD02sm3gG3SYfbJcLpVSb29v2+1WCAHKuHcDlQzgTR+0YcSFjmZ8QIwx6s2wUANsM6CyTdMQT2O5wlqLAttosthsNt772WymtX5+fvber1YrRKcD0+D//r/67w5fqoe+D2y+43EfNzRjjNLQVeR4ZJ/JINUIijrIPjYoc+OD5/N5sVhcX18rpfb7/dvbG8BiUALifu3DzHom1Hw+n0wm1loUJ8ByipFt7BtEpRX2Qqk4U1LGGijU0WNlH1o4xg3HDKxFUCVAVoreOD5y733vfrw8TlmapnmRAn703ntv2UWzJWNMKWatbZruVP1IpuNMajcQR7uua5qubhuwH9NinlxMa0TNCsR3d6Hfg5CGMVakyWw2Q8788vKyXW+MMUKyyWTCKTYriVbSW8sVJ4GvLCgbKGNJiiDfWz2U4yjt+95q4wVDsb4Pc5EjuQRkQLRKK6WQZby+vcEKG+MGbYQ0ybJstbweWr2JF0JguKpzbjQqscFgWxnjsWR1OlZxLAzsYJJkjP0o9XBptXFOYmVfD/MJW6Cjw+Dr0OwHYw1bVlUVpXQ6nYL+4Z1BUT52UQCJjDs/bgb85bjfxFSQ80FTh1J6PJwgbw0fOBqN8ryklG73x+Vy6Zx7enry3sMPgaP3oxH5d/5Hf+y8QWU8/VFHtIJKlDEGY71iHijooM4G/xM3cQRdaGi9xS6/ubnZ7/f7/R7w0WXhFQuKmBa88DzP07w8HA5oa4yBrg6CwnzoT00jigsQOT6eeKm73Q7OEy4dEaxSyhE7cO7QEllVkeQd18VdDMPZnGqlVJHlaZoqJbHRCXV5knpvycDGkHmSomyzP+8opc56bFyQgYzzUEbp+77Tuu+NtRZJeV4uYJIQvcNA+AvxZa314XDoum46nd7c3ORZcjwed7sdfHuq0MdNKaVs8NXD5FZ83NpBrxX3xRkry3I8Hj8/P3NCYXTgYSQXSZJk4zL+KLoiTBDImEwmi8UC3UagK2qtnR+0v7D7i/EoyzLB1dPTkzHGeieEjBEKY2wyGeMxwdPE1faORl2Zvu+9p2j/ORx28ZnGHR//giuBDjd2F/hi2MaRnoLaIPZDVELB9UwnI5Qx0X+TBDU6VDjiqcaRbpqGOE0IoXQQYoNv6Duttb6+vqaUvr6+ek+vrq6EELvdbjSZQRcHT1yFocJCCFgf7z39v/4v/7m2q7XW8KqBgtAzxvDkjOnjE/XecyKTJIk6Vui8RIEOWwd90+PxmBDSdd3Dw0Pc5dH+oQsRJhYldcj4aK3X2z0PomyxyBODXhQn47W5i/YtFgZooeZ7SU2IP1QUxWQ2RqAFQSof2k8uiy5hH3ghhGWplFIlghHoxBnqCWU+lSrP08V8PhoVttfH41GbTghhrYmOkRCi7cWYN/Jj681QM5TSeNlDelxrGQTCKKUgUaCajGNDKe26znY61IHYUPl1rmmarmsIIdQHRuWAYfskTVH3BEkwyzLUfrt66FslhIig9SAYb6yO9atYQ5JSXl9fo3gdFY0Q5jXN0IBXFEWSZ977umrruh6NRlyKvh9W0lrriE+SpMjyy+FfCAeIZ0VRAB7XepA5C3Hmj/0Kl+SQCNpjR1lrUfWNqRe2gdYaGyxGT2Bjo3g2mUys6cEaresaWxfebDaboV8pSRKtNcTRsiyzup9MJogUYHqIp1rrPM8/ffp0OBwmk9l4PEZ82/f9uW5hL0hQJMNRXC6X0YfTP/vTv42dZ53G+iIEkpIjdvLeg2OFQz+fLGN+ib2OZvb1ej2fz2EpUbFANBizncFmhCxuv99fX19fX19zzuEqcWwcYaD8RGYDTsj5fIbrw4aOXgtvA9Umtg6iVkkCrxcWbj6fz2azH758j2OGd0bqHDKr+MGYBhBZAB8mDnxXkSWpSsSkHBnTO2udM95Y5xzjREq5WMyxnqGu43Rg8VLKuRwaw0mgPq13NcInnD1rLRTNHx4eMHUo3jKMF7iBWJk8Tb33h8Nut9vprhdCMD6g5ImQqHobbyaTSZoO0x110LnyxsYYXiklZYLH+vT2PAiEBs1yFK9hsBD1xe4W7z2lPM9zHL+2bZ0dwv5zXaVpBnsqlIRd45yPihJ3hFhXKTUqJxiS2TTN+VxfMuCQY6OZiAURbh+oKi7IMaE6h0wVcTV2FBI/znnTNFdXV/RCZQOWhTHWNoObgvnDqUBmfnd3l6bper0+HA4yKGLf398h9APCzzkYKe7Tp0/e+zwvkV370C6oZBohA4SHaG7CyMCBhPDv/ev/DHzCj+7Fm+hYpByEqFBzz7Js+7YFNQmhM6VDFPHhwwf4cdC+sV64Hx16nHngDQkhYFnxvIF54kLb3sS59jGrxhL7MI0A+wPp6GQygUNGLA6jDpsHNzKfz5fLJWNst9vtdjtHbERZYmCMD3ZB5ytGaN77Y6s554lUSZKkaZIlKZjDttdad23TGGOUEpiBTimdzsbR2xtj3KASIHANjvi26VHLwWYqJovYNICMF95mtVrFcON4PKIMxRjjlM7n83FZ1nX98vJyOh1ws7obAO00TcdFGUmFSZ5ABqGqGqwbIpTVamWNjyRjxB1N0xin4Rtx9iJ/CJTA2AHEgpIF4QIXzKiIfGhtTZKkMKBQptC9BWqSpQoWGXdKyTCZbLfbEcJs0BeMaWqaKoT0kEdBfIiNGsLagUmDPa2U+vbbb6uqurm5KcsSjFDEqDT0GGDrwhBU50F1H7MiYKdwAXgzjLu1dj6f39zcnM8nay1yByEkIovNZlPX9Wy2WCwW3nsM0lAyBR4GYD9GfNF7s6D3S/83//3/OhLlvu/P52Pf93meTyYTQggXFKQ+YJ5vby+bzaatWoANuCWUEKbTKcil6P1FOnQZMJALjY3oZBDe6NB7NnhtJhBV9kEEAZ5ThPHaMXtEnBmwwcFwRExiMpngRtCXvN1uIZWXFWkMd11gmVprMckVVoMFyS3nnOcJxpIWRc7pABga29en89CXLGWWZUWRwdU701trdW+dc4SzkGMkUkrnPRC/vjfeeyaFEIKSIQWo69o5h5hKSjmdTpumiesJ96KUWi4XEEeqz2fAA95b51yeZt57qXhZlpNyBPNf1/X2sJVykOWMqaazBChF3/fo6MV99X3fmwZ6JXgDDhjCPwRgUsrI9TPGHM4V55xRgf9LCBFKSqmGzhvvGGNpkvsww4iSH6eIGe1wqo0xdd3ia0kY2E4I6/u+7+uYKUQLjjMJyx4FZrCXTqdTxAsQ0DL2Y18rvgc+EAJ8jPrYTsGDZCMKaW3bbjab/X6f5/nd3R0okKfTQGyy1gFFQ93v6uoGbgxhtuAK5w1kr/RCvQqO5/r6OvoY+md/+k/vdrvT6ZgkyXQ6hTPt+xa/ioP+/PK43W4RH1PnYQtHo9FkMkmSBKHt6TTMmo95Gk4Izh4eCWwtAJL1em1Dc3DUb/Ted9rqoAwbn1aEW5VS6NAFVIAQK0JKyP2w79HeAasP9nCWZWVZnqojDAH2Fp43nEZMeCL4JoRYXd8jX4LxPlfHvu+JddA7zvOcMUIp9c6BFaTbhkmRJFnshRFCEMrX6/WPXMQkAxijtTbGxnJIhP7JhXpVzGRgO5qmBurovc/TNE1TSr1zLpFDucU6DY/qjWWMaWeHgG1oN1GoA1dVlYTLiNCCtTYvJMI/SmmcXIDtGzcT57zve0hoJ9kolhy895SD/i6VUlwKay2jAqIniN+8M1rrvvuRoYGoIU2HFntYVB5at7uuuoDo6WVoh8AV14NEF7Qq9CKjHzXWnBFqYu8hXUIyNR4VkZ4ZsXqYBiTqWZZhPCZ8TJal53MF8Ha9Xv/www9CiHfvPkgpkUNKkSBmwQ81TYP4E/4TuSjCbxdHLf1P/9v/Vfj3oYKUppPJGDDAbrdbr19hoXkk0XobcQKYARzO0+mEjRKrSThCCA5FGDgO50YIAcmdcz6odzOGf90dTjGuwKdwoUlQU8VhiDoFcGU+9HHD6RdFsd/v0SIthIBvwT13uoVLwV70/4gkMw1JF3Kq3roYqiGrKbMcWZwMMxjwTwO/2ds0TctijJ2ntW66FjLQjDE7OJ8OiwZsAIechmbLqqoQSOMycP6jKu7LywsCY+xCyfl0Op1Ox1prjAeq67qqB6hMCEEZQ/YlpRyNJpTS/X6/3e6HBNuTOIZFKSWEev/hilJqjEFOQYKkfN/3uBi4x6hdMJ0sf0QRyyJNU0KoMSZJEqGkdxTraYxp+o5SmgretTpC5f0gDUhmsxmeuDEOFx9sq0EOj+t0Qd8avh2+0VoLUKfrum+++SaWu7DRYeWj5H50VshxEiVwtbiACEpVVXU4HIqi+Oabb4qiwJTPPM+x8U6n0+PjIxrfr6+vZ7MFkJuiKMpijJ9mQVMieu+INjHGttstjaqHf/9/+E8i2pnNJ5AGhYX+3e9+G+NAAN/YEzdXSyRX+BkaepQiHAQ/GcGGmPiRoD+JM5MkyXK5XC6XlNLNZrPZbIARMzGMoIABjsEnHHcshzjnIB+ArYlFxMGGCdxutwjtYLYB/6Zpar2J7IIuvBBlwb7GjBRn/unpBeEutgX4QEmS4FOI4Jp+wHjSNGXWRzRMWxePKKOcDzO0jbU2TfPFcjmbzerqhDcDtYpV1tFohIVFlBvV9ZADe+/LskA1zA2dPrZpmqYatAg8sXgWj09PNzc3d3d3Uib7/f719bWqGuv9aDSSMiLMg6CLUsq6WmsN3N8HtUhcRnREJkyASJLksK8mkwkSluP55JwbjcbT6bRq6iRJrBlae+quxfYtkwwbwIamO0KIEApwuhBCqaEmjCjpeNxiQfCvyNaUUmCD4CHGIWQwnaPRSGuNijxqdFAWju4UFzAcZjLEtDCaqBgj3769vcV0BiRT8J+d7pVSm83m8+fPaZr++te/LosxCtpCiLIcR5eLhAs6TDzMuiGEIJCJtRZKKf0//Wv/LJrliqLoum6zfdvtduA3nE7HrusibVpKyTndrl91EMYRoVMTuALuTSmF8BLPEt4mel4QPubzOdSZMI9Oh6E0jDEmFAwYOpRVmGKFw4wUUQbdUTh9HsaO932PJMoYM5vNujAcBztmKMvQwbPFtm4aJJlJmJOeZVnf9+j24FzGmBmNi13XgdRStU00ePGIUkMGookeGHmMcsYYFRzGeDye3t7ejicTeK2+a/C0hnZHIVB48N5HXxQtHYIlENyn0ynnDC18Zmg0YUIIbx1kws7Vseu6X3z9tVKKc4nt1eo+TfKyLPtew9wolVJKdZgd33UHF2Z34krgFkhookuC8CTSDUaHQQtcir7vtR6muBpnpZRGO3yq6QdLV6jUhWYAPKnRaDSbLWAEkyQpy7G1drPZAN7o+xreD704nHPEX8BLnXOHw2Gz2Wit5/P51dUVog8sEaK5qHYLTlVsEYQfHo8KMGnQygg87/n5GZ20cI8I7sB5aLoWwkur1eqrr77K8/ywP+33ezV0jXM4ecDax+OxbzvEeiII29hAycKJMMbQf/h//p8jxsPNILyMwRtQI4SwAyhKh0IwD2qNMSqglGZZBpMGxNU5RwjDdsfo+el0ip2EOaFxb7nAC1V5QUNHPGrxyHCQ5sbiAQ5Gnueec5zS2HSPuJqECVNJkiwWC8wbaZrmsHt1Qx1JI1QA5W2xWEXmxH6/Px3P2IgsJdPpFAEz3FoEfmN9Em5/KD8eelRW+SCsGBZdDXY6z1Mk0lAZpCSFR8WmR6UL5V0fmA/RhOM0LhYLDCcHlBftIHYVmsVghlar1dVyhvl+KGrFtOL9+/eIhYwZWt0HQb5EIWZD5xtuGb+Cy8Mf4cE457p3Nzc3eZ7HeqC+kDhBYHI+nxljSBMA7iM4SpIEvbA2zEHATsPVAgqqq+rdu3dKqdfXV4x9B4aJFYYxhWWHogSlDqwXEGJgEFEDdM6hhw5JE/xeno/QQU6Dqg3AGCRyQElgkdHuuH7bYp+Dc0ND9z0Lgtwi9LXj74C4sMLgmcCx42qxkeh/9Pf/BA8A9gaGpOu6m5ubmAyAC0opzfPc64GCAHjDholI4/EYv2rDdAq8/3yugVIi18fWqesazCAYgxhsCCFkll+iowgzcDawcJHZiDO8ORyQUsdigwltjYMeR2AIDAFtcwzAD4G9hJXxnsJ1n8/nvtPRI129W+Iw40lAhgRmArVvHxQW8Dbd+ojaKaUIGfrN5osp0KPTaeADYRn7jgLCwWoAJukggxdy4MsaD2ItbGIkCMCo6rre7XZAJsD7g+FnxFZVBfpRrPvBbGMHo14S1197B50BG2iDCG1MaDLGr2MbpWnKmULk3If58rDLZVkiKlFKLRaLLMsOh8Pb2xs8ACKmSDzEFkJtPQY4Xddtt9sP79/DberAc8ShStP06empruvFYrFcLmHyhBCUDsJK8AqwMsfjEcFw13W4OxKmJzg3hDlSSsDOMdMhQWAKpgQFEkp4HsYexjudTCbr9ZpcaP7GPYk6PnamCmIu7qflaIEPR5QcSMlisSCEwIP1QYwUh54y6ry3Rnvdo6SDvX44HF5fX7fbLYqKKk0opda769sb7J5zXWHrWGsJJafq7AP3pShKJJ+MsU7bOPYN9hhlQOccwmboUCBwd86N53NYFNjvkNwbRJWX9bcB+bQtYvdIWWSMEcI2m3U08Bh3jjYT58hud0CfNd6Q5znyT0ACx+PxcDhF/SzF0+VyuVqtEAudz6csy2azWVWfdrtdqENI9IXUdZ0mExFUJyNLkwcyoAtaD1gfQshms4nlOER0gEmAEt/d3QHKc0HLzNs+FrLTMIhPCIEuFthQ3AiMyPxqpbWGLwVSj3wJ946yWxrE6imlZTEhhETaBlB4a+0PP/yAUgelFFATY2yxWIDBDKcX03WlVHRuCASAWi8WC3wbsg8dZkKkaRpVUWDL4r0wRpzzznlKPWoT3hOtjbUORl6pJElSHEJjLMqnsWDmnANYmoQZtSaMnkek8OH9V4i8EPThwWGQML6HBwYyCRSZCBzyMOkMpkqFoRpD8Q052Gq1Am8YnAPYSNCdAI10XZclAkqkq9Xq5uaGc77ZbP78z/8cbgr2AzsJBJrj8QzlpcgRg6PD1VNK0VWFus1+v7eewk7Ag9Mg9zSbzVCsf3p6Qi6Bw9D0PXZJVVW73Y5zvlqt7u/vsab4XTwqhHaj0QSbI5IwdrtdVTWIasqyLIsR9gcixu15GymINIwTp5RixhOcDOIT7Mub1d35fH56ekL4lySpEKKu66fHF5UMgz2apgNQNBqNsnSMGDKW4/Ge6GpiqRoVYZgthPTb7RY4Kuf8+voaYx4559j0bpj+lyBuh7OFt8fDgnuPFAX8lgvaR1iNWNryF9PU481SSgUXKOqwIPqCj2NZfBgFEeu3gCKzoKYZ96gQAoVcpRRYx5RSBCaTyURKudlsIEjDGKuqarPZRBGwqqpUmPsrBGvbNjJJ4g3imnH+Regpx44FqW29XmutIVYPvBc3i+LHbrfDl8DhJ2EgFA3iZlFdBQCKDgpGKLlHxMQGNgL8HP4yqPzjUMb6D+JXXDceVcROmqZerVYIAHa73WazwcKVZYmsrCiKq6srYEQvLy/7/RHPD+kEYmVIU8E7xwcP22b9kP+IMIEABwZrgWQ9yzLoZeB+ttttXdfj8Rho8uFw+O677xAtx/CAMYbbmU9H2Bzb7RbZHWbPoFSQZ4UKCsLIgU9tlWUZ6EiwuH3fbzd7tD75YQhrmqhMyVQI8fnzZ+BAyHb6vt9s1rvdLssy76gjDimiEAplsfOpA4CkgzYurP5qtYKpgicPLjqVUmIS1qC+U5YolGGHbTYbe6EVr7W+fXcbOUD4IaQuPvR54Z946NI+Hk9YcxEGsuOIImVFtgPngAcRbQe+H8i+tRbHLALFJnC+EWKA22iCvBjMKy4Gn7KBHRpZAdhFWmtYW6XUfD7H7C0AfhEFQCUJJw3lGRo407BxsYrGGJMyqapqvV7vdjvsNOQv0ULFihFSRM6GpicTCJ4gNsH2IV+glEZB6vhAfRhWLYRALobUo2ka+h/8m/8CMoTz+bzZbFBYw8O+fHIsDCW+v13hMOCuaBh/TSlFYQ2BEO48SZLj8Ry/yl4M34Y/hF/GSg1xPJewLvg2GiT04m6IZC5ErTxJAHikYa5bF2jfAJejP0FKUzcnLCKiU8EV8IYkSax1+qfcSErpdD7D8UMmGRcOkukRXI2HnBEKnwMdS611nmcwDbj9JEkm0xEixqZpNutjRFwAFME2U0oPhwOQahG4eISQx8fHCJqjIw4xBTqAIjkJztw5N5mUeAOeowuK8dhD+NrovrTW8+UiYgEoLmPz2TAL+iLdJdZawZNYHEboAUboarWCGUKegu/BUEFsQWhz4d5xVfC9iDJQ1JZS1lXFgszh+XxG4IdnimbxeIzt8NKHwwFRBtIWGEqt9WKxQCiO2BWIy243NIuMx+Orq6uiKKKJgTfSoYVykORrdYwcgZABvICTRMm9qqrtdssYm81mbdsmyaDFioOGrQIcAV9F/2//xn8HMB0uC86ahGFMMYfG351zoGX5i4lTONyTycRE9bRQkLDWpkkeETN60SwbwdVI+xyK1/MZLGXXdei/xL0hy6Khoq2DWEZSFBFljTEPkhlExRHxx6nbbF9FGK8lRRKvp64bpGGxjFsUozRNr29u4KX3+z04nMD9FotFhAHxhSgE7bZrWGsQDrHDtO6zMFfcBHl/HN2uGzB9WDQWWsA+f/6MM4NEt+/79Xq92WzSNAXsCTgk1s1jLQfPEVmrEOL5+cGHdlWYRRhE5Bf4eKziSCnTPEP654KmFmS4ol4DQil8vK5rzhSiPthKVMAWi8VqtUJ2B9pdpOPBOXRdh0OIK5dSouUNgDxM27BQbYvPEkK22y1IZKvVKrIRsC1NECZs26HCCY+HjBGOdDabsYvmOMbY6XRar7dCiNlstlwupZSI5nBHUOMG0AUg1Fq73eyBe6G0C1cU41s/kDFa2DhQu2BSkYAgQOOcA+YZfu7f/pf/VvRUCNnh9xEqIEQBPomL8HZopQGwI6WE5mkX1B1j8wQ2k3cU5jnybI7HI66gDUOUkPIhIDTeVVWFL4keP1LDgdFdEoubEDno0BQPY4NKzv39fZZl+/0elR9KaZpJIUSaDEPtwpE2p9MJ9yWEyLICCHWSJN9++oQDE0OL8Xi8XC5huZBJ5mFgm/d+s34FvQH7+LJDIrojaLGGwEn50OMP74d4BOkEThpoRvBvd3d3Msi2o5KJa+vDOCQIBSmljsfjdrv1fqiJudAijBt5e3uL6BwPXZpSyrfNBgcSkQUsGp4sHqgIo+lgv7abPVw6ULe+7yeTyfv379FO7oP6NaoyCKnw3GOQCU8LC4LHh80NL220llIisIQ5xl7FsnPOgQzDvYDygt/FMQPcsN/vka1hh9gwvfDt7S3Lsru7u8Vi0fd9TDuxZ3A9s9lssVjgfFZVNZ3Mo4GIngOXwcJkQrh0Y8zpdJpOp4F0OiBP2CfT6TT2hdJ/8Cd/HH2UCKpKfd9//PgR2YUPPBisZt+38BWxeIr4+O3tLZaJYmiRZVlsyLTWovyFPd00Deccgw3RR4/wcrfbYXOggofkASc8sjp8YEJrrRutY70rMk6llB8+fEA7VRxQjnBitVrGQ4LdUNcNGmRxg6PRBFVBrBGhHBtRBtF+hCtIa1GTrS9EbwUf3A7nfD6fg8dICPnhhx9gdwA14S6MMd5ThJQgIh6PR5ikSLWDRx2NRqvVCmuOaAexYgyJgeXC9AIuQhjmvQGONR6P5/M5YwyhBzoMkMPjLhAI5GUZY+x42FAxQpYes0cYcu8orjDykBAdwNukaQrFPcDCyCEjlIq4FM8xojvIP22oaJtQj42JLv4v/JsQImqg2KAeFnHmePgBZsYyDzaGDWVwoBJYz1hXwKGaTCbz+VyHnvL5fL6Yr97e3sCURh5krd3v96hwUEqRTsd7vLq6ArsArhu2I8uytm1fX1/rui7Lkv6DP/njUFbusWqr1Wo+n7++vrrwihkUIURKjr6KCG2t1+unpycbumZha2EhlFJaW+ggRIDIDLytFDEAbPZ6vUYtC94D62ICPQo23gQVnOiHnXOnpoEnx13gBEop42i0uFhIJtM8xaL0wyAuywN1NsuyyPdHSNb3vbU+1oWGnh2IWGdZhCiw6WHLDvs1qBt4GG3bIumPOUOSJH1vIGCxWq1eX183m83Ly0vTNAi0lstlnufQZUBB7O7u7ubmRgSBCQBRcTsimRFC7Pd7sP9E6Oh3zu0OG3wnvB8gDQhtgTEDIBql87IsjfnJjOT4KsPhtIOUzkA6q85NzFZsGH+L+DlaKGxuHhrh4/tx7GGyz+cz4KU0TXHCB/QoqCXIMMMI14PVQIDdti183Xg8BnzgvQeMhNgSThL3FXcRoMdLcAiJVazELJfLLMtgi4UQ0BBcv21xeoFiuiDyrUOHABAaDJXA1kUOcjwepZRXV1dJkjRNg7mgUsrJZEL/rX/xn4h5J9LiqBfgA92MB+EZ3CeS0S9fvry8vCCUYoytViugtJPJBAku2tjQfuFCnwu4XTAGuMS6rtE3GbGNiBwgymeBF4ZT4QMZBTnnaDZDJBOr+cgxousejUbwEvjI/jj4xiRJOBc4GBijI/iAi8JuMSY455xTVPyx9ZEgkTAwOQ589qE7cTGfSCkZ48gN+kDsds6l6TBBFRbqeDw+Pz9DDRYZI1ip8dZAd1JBiwHfg4gDewunC08U1TaUwmPVQSl1c3cVh3Xx8GKhzRoWFkwj/JzWQxMJDe0/uBhQnUygEOKz1lpKOA8DN3GpsErL5RJpCPx5JKBjj8XgKMJFiJYH/qq1ERsjgR2VhXmV8PBAPpDHxuBQCIEyFTgYgH8QB2HFcAJ9GJ2NfA9oXBPUdLDZ3r9///b2dj6fESlEuzAqJyhmhECPtm17OByArEopAd5qrfGUAaAgjCqKAm4TarokcqH+3X/1b8dRVZfXAR4jDbxKJAyEEAzrq+s6SRIYG7y01tju0d2DKun9MLuDBOGZOB8CaEckQLGBdT40lUaqLqxXbHh1gUePMOlQVTH8iMCPDB1icFkI1tF6IxOJxL0sR4NvTNOiKJq6w2rWdU0pRU0CRTvsPJg6JNmIxOqgswKbihxmPhsj4jqfK6QluE7vadd1aE3c746/+93vTqfTaDRKUokgM8ZyuIXZbBYTBIS7YE6hBoUwvuu6z58/d12HnMqGAUDwJwgaq+YE6AXeHpCDMWY6nSIuRZyP58sYY1TGEJeGBqWIhMcKBwtcX+QLCEERBIH5BfQYf4FoEIIsZLM4CbDOAPNQaIGvu6xJuFAHSsLwEqQGIkz/BSzsg5iDEOLq6gqBN3YFMpeY1QNoQAcsjGMsQogLobA+6L5Dti82SVjjuzCcuA8NlvDhiHubIFQVYQvE4dA+fHt72+/3zrnr62uEn1VV0X//f/HPI04A2zMWZHGtsJf4MbzyskBIBrwhZoA8TJ/CWiDLSpJEcOlDnRCpDrBv9NfBEWWhR0ZrnaUJAAAWxP+A3aHmgWWygXzovT9UFQ9TeFSYmUoI+eqrr7ALTRg7A7Sj011RlJEQAxy4qbuqquzQHyAQFAzIu2lQC76+vhZCIKIDXB6vH8YSG64+n2HdKWWRk2CMq6oKFPmnx5eu65bLJRxsUWb6p1OoYNqSMLMBpHs8bIRq8/mcUgo7jZ9o2xZ2LdogFnpYn14eoo2AC8V6IsmBDRJhipaUkhKBLe5CyykLQ8UB8eGJyAuhvcgy1Rf9OzDiXdfBXi8WC7SemDALDZGCDZSdeOZdkAIb7HLQmY+2D8HXfD6P3IPIbqWUUsJHo5GUEn9EdQrAUmwJSkNH3+FweFu/AB0MnHiO1N0YE8NRRJLoi9+sd8gV0dYEahdsX6wN4vzroCsFXAdZCbx0kiTr9Rp+gjE2ZJAIqOAStdZAdXCHsdgAs4dUHkbIORdHZ4PEgEwMCAoLQkzoP8AStG378vLy/PzcNE0ZRn9gxdGtm6VJE6alXkL5wKBwDnGukE5MA+4cX7AIAFdxjOE/sedW11cIJGJxebvd7rYHHLzpdCqEwmbFK0n5hw8fxuPx+Xx+fn4GnbJpGjxd8E5V4IsjjDdDm/8gGFXXdd+b8/n8ww8/TMazv/bX/tp4PD4ej3XdMiYwiCbiRjwMiuuCrDr2BBYffI5vv/12u90iL4DdRQwP/Nlai4gaUdxisQjJreVB1iBa2Cz0EEdAizN1uY1wrhAiIjSNQVTMo8xF854P8xGcc9iU4I5iyBHQOOxa+MkI5umgKxtzEPwxDTsVXguPGNYQhZayLLXWKN7c3d0ZPbhWeH4SJm8DGcIVIvgECM84iQRu1GBwj7e3t2BTAWDLQjfJeDxuLnTcIiUARgGvWPZEfAF7DRa0CLPPZrMZ4OK+7+n/+r/3X8OzjyWmiPzGsBNIHeyHpyQyjAHPPD8/Pzw8AECHe8Td4lHNZwsk6ODvovbQNM3V1VUstvKg1soY2++2KA8iS8nC5InJZILKUqxD4AFUXYdvQBClQiMsGlj6wMaMxOXV9RV8NapA3vs0ySPpRMoExh4e3nufpOz+/p4Q8vvf//719RWmBHT+qC2Ax4CTo7seRoEQUtcN1Aq9p7e3t5PJRIoEwQ8YM1JK5/tYNHc/Nrk65xyYcfHsAcboug6pCOgNsB1CiI8fPyIDRwwiQj901ZzwXJAggVgPVAyIIgsveNFEDQUxuB0dmFIxeoQrk4ExDxkIHVo0ov9s2xYkZDS5b7dbKWX80Qhm0kAJYmFUKA8SMmAF5lmGTQVjSkO/TizJeO+32238/lE5QVgRNVAQqKNojn2O54uCHGV+NpulaQquDwvdHjAZMS9A3qGUqqsWqAySKfhkGZQZYtwLYBbZBFzObDaDLYiUQBOExeif/enfoaFfBgcXzkEIAQ4U+o+w+pzzum0A+OAN0NJGsAFbBfsKbyOl5ExUVfX4+PjlyxdkL/Dy0bAhlnPOPT09ff78mVFCCEmCqqINQqvYhQhrEbIPAZL3oLGjWh3T2jboMqDcjE9RSp9fX4BDIKw1xhT5CLu87/vTaUgPYmvvbv8KSBqpAg1tLD6Iz2IPtWFUMHEev348Hg+HI6X06urq9va+ruu+GzqnMHMPu/n6ZhE3pQ2NjrhTEsbx4Q00EIkizxgPG3HUy8sLCSMMdJhfyRjLigFnjlAkABgkPNgoLrRZ53lOyZCAxGoejQ3gIUUUgaCMrcxDGRklKCSZd3d3OEiAPbHnAEjg5CDLRWQrQ4+PDaKAEWPM0nQ6nSLYAyYMr4gHivDEOQc42jlnzSBf5JyLBQbkqAjfQFEGWpNlWTnKbWhDUUqBcY74AsiNDXwVYDNdO6h7YnHAvoyFN6zGdDoFxwhmEUh1DCsQqWFJETPSf/AnfxxbxbGTaODBICDEOZFh4P1+vwfpkQS9ShKkdREBT6dTMG5RIfjd7363Xq+NMYhJsPOwv9HhstvtHh4eULehlI5GQ4DqA18HVwx3irQkml4p5Xi+hKOu6xqdoDh4WCNseuCZAK8ZVdFtorDmg5IftpQMAszb7Xaz2YyKBJYY2xSFhy70BEfwk4bXsTqt1+vT6ZTnOXYG0kJ4LaUULj6Sk6qqdUFrOOKo3nuAbEIIVEcQunddl5YJ6sioTMTKG/puRRBB6roO011P++b5+dlaCzWxaKRwL1g6OBZ4jy40quMwo2iplEKigX3Dg0AOIUQIBieASmmSJDc3N6vVKkkScIwiqDMYhSRHp5uO8uSc42DHQAAAG/ZAlidwtjFuR5gAprH3frlcokIzUAXGM+xSYCpIbaSUCDjxE7FukWUZrIYITYDwz9gVoE/Eiitwu6vlEsTd0Wg0HpegBAEcOZ0OQoibm5uiKM7n87k6EUI8FVirWCkBGHN7ewuQb7/f0//g3/wXLjkE8UEKIdAPhn1MKQXGFUam/cQQIsEAfxz7u23bH3744dtvv727u+OhEIdjM5lMYLSOx+PLywvAoghIdF0ToTksOsqGMP9dmJiNfGw8HnfWY+xMFzTk4BB4IGrQC5l9773uB74/vjzCFWTobTGxMQJ586hIQFtFjwJKOHApkfGDktHhcDgcDr3VmGwFfsZF0dxHBhJ8Dqwp54OuCd7Q9z3IWfj1m5ub6XSKczt43e58e3ubpimUWlFrRmjqgo7geDxeLBbGmPV6TazAyUF5A1UWhLhIdXwYn4DiMqIs2Hj0rTZNgz5AsE9g9VVoGdN6EIBGQITmWtjBKqibA8AA2dIZjxOYDuL5JgIYsJtxlfCATufDZDIBToG0AnsgugfUPCIpzxoPSh3URGMajDZobBLEaIic40ReFxhF2AaISHENONWEkNFoZLXebrfL5bIoiufnRyRlGO4wGhXRnxNCCPXW2sOppoF2Y4xBnfbq6ipCo23b0v/nv/P3AKggIZRRECmMF46JZjwYOHhpEDjDKZ1MJrPZjFL65cuXT58+IWtCIAEDI4QAN63v+0hkAVQVv0prTamPzIwIGQPmjl0acKEIdc5tjw/GMAmePFbw+6BvjSNqdMyfSUxj4ABRckCeAyZ613WpYsg/MQEGVhyGGUhS3/foGcUWuX13h6eOpEIHjcBYxxNh3AXYmE3TI2+BN7OBwYssDmE/MntkTcubJaI44LfYVegge3t7w7FEuQwMLMmGAulms3l7e8vz/OPHj4vFAnpCiFERLKH1RgiBM+y9B4JdhJlesYKH7Q508XDYgbYCkl0M8uFYsFDOOWwta61gEkA3NAQwJRN2oQlj7oG1Yl+dqyNjbLvdHo9H2EHw9Z6enkajEYgNMX8ry5LRofKOI50OjdQnEvoYEBDK0EyM596GftSIGwFx6Lru6empaRqIaldVZfoeO+F4PPZ9i0LFer2+ublJEomCBwIN521VVVymsUn6Mh1A0wIWiv5v/wf/DZwo1M3RzamUAkcRhn9Q7MwyxHWwcCiaAQWRUvZ9/7vf/e7p6QkRKU4v4hDA8YjUq6p6e3tbr9er1So6LgQSeJCMDS3eJGhUI8PZbDar1er29hbcbujbGWM6O2hAkNCRDc8Jjk6scPBANyd+kEz2QTwCRgehlAzqNfGo6K5CJAySjQriCMhqUOcE0+Xq6mo0Gu2O+9g+E9EL/CLqubEwhciwbQcdMUTpCBERVuAeSWhuBlyhvY4bS2uNuqtS6uXlBYANvAQJQxcm5fz5+Xm9XgOjv7+/v7u7g//nnCMxi7bVWnt/f48r11qjZSHC2qieIzFG+te2LaVDQAj2AvYZniB8ILQtQLjpuo64AYDA96MHLRbNfGgMiLwLLujpdHp5eTHGXF9fo2EfvRFpmsbStA7t6s6SzWaDikKkwqE0Ai8SsR/g29CnQTZICIlKHGVZbjYbtBHiuCKO83aQ5MyyjHP6+PjYdd379+8ZY1oP7TvDgaeeEHJ9+w4GNzLdsAEAFA0V/3/rX/wnhp4gznGuZrMZWjCAj5lhFumg/wlPHaWfXOj8f319xSlHqImcBIHv+XyGzAmMKAC9WPeLJSYUNMtxgQQpcjuRUN3c3OBHu67D6sC7eipkaH0UQsTCEaJ5hIvRDGut7cDK8rEwFZFxGVoZ6AVTpzmfEGNEyj+w0O12C/7XYrFA4gf2TNO32D3YhbFui8VRStVBhwKZZNMMzUGAW5Hz6KDG6b2fTCbL5RIIgbW2NS2gXc75zc3NfD5v23az2eAB4VPwZkhB+8Y+PT0BEpvP5/EwnM9nbFOEbRFOQ4HEByIU9jfmeLHQ3IDSJRzgYjGL5QqEYYgv4iLHCB/P97DfI46NOSTcMswNACQgcyS00gPEgrlpmgbZ6cePH/0FjSRSefrOgAColELEjoIwTkJE9VVoOmmaBiggPHC8BfhbONg0TaNT6dvWBBmxh4fP0+n07u4OCohZlqRB8Nd7X46KyWTSdAa1TeR0VZAaAa6O5aX/yt/6L4G8c3d3h9oFlhhf5IOmEw1MfEIIau4xF0duikZeZFmxIw4PG0ACfGaMvxeLRdQFxWBt5ISb3bq/UEmMTuDjx4/gRuIki0GI0U7nqzS0hKPfDBYauw0bIro7a621QzlYBCnISz+JEAjGdeDcWUPCZNZYnE2Dqm+MZl2QZrVkmKzqLwZOIXjGDmuDSNTgwKlAkiyEQP0qZjIIYwC1A2Dw3u+OW1Qp5vO5tRancblcQlZMCHF9fZ0kCXCayWRSHVv4arBqkD0iWvaB/oagN6adOANI7BGkobwBUAEZIxJyxhgYRRHBloHEC2ONLAhOGNgYiu+wrXmeLxYLcLtQQgTIhKdgg1puJCQDX0W+CsNHA6HPBEaxFAn2KghbwBriv5LAzbKB+wq2IDYPAIuu68DHjMUJhJeIAVOlkO0/PT0R4n7zm98opf7iL/6ibdvpdByLGXmep1lCCNkdziAkwbpZa1EOAGiEp0b/3X/1b9/d3V1dXXVd9/z8DJEYKSXcpQzNPjZoHN7d3QGHBOU6SRLwuauqQhyIkoCUcrvdPj4+9n2PpAjfCfbJaDRar9dpmiKThEAbeliFGhg2sXKF57rZbLC4bRBfwLyUcjzpum632729vQEahQnAQ2WBNBOrzISweAjjwQPZarVaQXQgMkKttdQN4QdCA6UUZDzbIAUAoIUFfk+SpyQIufMgi4TdHzklSdCD894vltc4eySMB4cbfPfuHTYiIGLQAJMk6W0HhgPwYQAVu92OMYYeU3gPeM7z+ZwnIxZGUIBIKULjIlhEOM/Yhdbam5sboFx4D24NUWVMtObz+fX1Nb6haSqcPZikaICQy8BswV81TbPZbBKlECWmQTMBZ/IS98ZXITlK0xSFuIhOwaMiXvUXUrfYLUa7CAIPbbhB+jX2ecBnIhuKxK/YD4XI4ubmBnsVsNBms+Gcr1YrJcTz8/N+v7+/v7+6Wn733XcvLy9gU1HqAZhjwSkjWutiNEWTEHJLyFKhvDdISVhLf/vv/xsgu4DHBL5YH4ZgIAWHMcay/va3v8XTAvMLVSxCCFwZ7gHcLmwFZBfmYopgdKcQO0XpPJIJCaOxGwPOJ7ZgR8+MhzoANqdzJIjgOvFgRqPRJZEvRlOMiVj5gC+FsX/37h3uBVhlHSYBV8dD5FVOp1OwH0Hm5GHGSB/m/iqlZJr4MJEHlS5wNUyYYwM4JwZsvR5UjGxQHwGBA6ksGi/jFizLMsnSiNqBAIhQ5927d3hzZOrit/bbQ8zBgH967zERFQsCO4u46+rqKvba4kQhysV5AFwBTDUWdYpiaBKXoc8TC7Jarb799ltK6S9+8QtjzF/8xV9Ya3/5y1++vb4iOoh1YLhQlL9hOlFSR9B+c3MDNdGqqrA48V5QFMVl4CEKIdZvW+xVNAlg/WNb7SWAFz028t6yLFEZwnoihjSh6wC0RCHEpz/8oaqq9+/f39zcfP/9py9fviD6K4qi6xqYRWAfRZlfX19zme52uyg+iEfPGPv++++NMSjz0j/7078DcxuDNx9eqBzEHgK0PyETyILUH2gK6Fx8eXkBwTxWxlCuoBcjqbIsm81mcFZAGpugIY8DlmQpDmfbtlHIiIW2nVjftIPM2cG4H49ltKwo6cCy4i5AhK/ruuv0JQgOP4AWGPTpwl+1YVINdRYxISIi/O7xeIzIDfxeGZS5CR+EQtCbG6vq2KYomSCwHyq2XKIbDeILMAqI3PBE4H+60EKVZCkSD/gruAVUIHAGYnm97/vz+czp0HEHQg+7EIyF5Voul5BRjAwB+G2lFOSr0S7z/v37qPeFgF8IoZSyVke8ETEebmG/30PiGUYZAMxyuTweDsj/ESXCeAkh1us1TBXKucYYsAgxxw81/TTIIAGtwF0QQlBERXTnHQXwi1B2ECbmHOEGjhZi1OgSwThDeAyLg1pR3CSAT1BRy5Lkm2++kVL+5V/+5fPzI7YcDOVqtaCUPjw8AMidzaec88NpGGiD85YkCbYH6PuAuOk/+JM/puEVzyHsH4gsDw8PmPSLwwMQTGuNSh2oKoSQl5cXhHAy0H9h4ZDkwIjiigGvweJGUjzMdp7nKs9whKB5gV1ogqA/4nKUgIEPOTdI7sc0F15+v98DOoNjjzwSbEEeZmAgTjPGPDw8YAPFugUu+/7mFik7aE1IomhoxoEHA/YzWMofvofFdYG4h/BsPp8jdbnEhJxzzlPOOQ5SF8bRwEZG9iaAkyGR6NpY70qCkCHWPCb9eMG6n48VDxowiO13u93j4yPnHDiNDgMbYAL80GrscQHA266vr0E9aS+GNMGBr9ev4zDy3oa22q7rcDC01m9vb0jRYSmIt6AcEULW6zX6QsDZiARA5MNy6EcbBjPzC11GmGOsEgoJqNSlafrxwy+en58xJQKnEYHAw8NDLEtEhAnZMjY8thC6pWGVEMGOx+O2bcG3vrm5Wc7nv/vd756fn7MsG42KeMC++uqrh4fPLy8vzjlkIs5b732aj6ILgf0FbRXiyzAE9O//S/9NFWT8dGjehbXY7Xbr9Zpzfn9/f3193TTNy8sLcAsYOUC6EUmPvp6GYR2ATxEqwCbBxqDGQIJIQWgaYoyx7x++kMBRdBejyyKigCo8yAdCiMlkiuVDUI3Ceky+cZDgeViggBVh9BfcGtYd4DseNiJY8KF1O9CR+tDkFRcUZAY4MbThbjYbKjgceywlx7QqbiAahns755K8ACgNR40vx390YQBtEWTO8AL2G6eX4daapkEPO0B21GyPx6Mz/sd8yZgYbWJv4UHDtcbLFoGnihADzvbSivGgk9A0DecUlRtUt4EplGWJPBPZdZ7nGDpyPB6LPIV1hrkkgT8IyATGAqEHrrbrdMT5YGXA00J0ByuPag0KD5PxDJ3NsbsPJUdUTXgofQMmgZ7i3d0dIQRl9LIs67rebreRYWMDk25A8psGkA/nnHMqpZxOp4vF4suXL1U15ESEkP1+37S1lDLJyohoIgYG+o1qH+6X/h//J38X5rwLMkcwjQg7o9guWrwRmo7jyLTnZ/BLkeB2QebMhw40GTr6YgU2NmsimIFHhn9DsfjUNFisiF/F64HVx9Lg5mGDcUTPQXgfoVFEGpE6xt3/8eNHE+Rco9onDgyWOw2zQWAszocjCdR+GUSKYBGQ1SDqizktVwnM5ygM0oidkBGk9UFUJssylaXdxQBqHsYSw3EhcIKPiuUHHihK+BQPg1CA3WO/ggk5n88PuyNcdMy9kzBWOuaxoMgh6QVUA3uBFUb61wdZACRyCN3btp3PpwhrsU/Qowy9RsR+qLCjkqy1NrpDvg2nPZ1OgSMggASTBs8U+Rilg1QCCQwt2Er8B9BaezFnd787ygvdRBeUuBD4+YuJi9io6BZyg0arwEfwzQgu0CFxf3/ftu3333/fty3OT9d143F5e3vrvV+v199999379/er1Qr4k9a6KPM8zz0VkAJijMFqACG/9CX0f//3/lsAPy4J4FLKDx8+xJQX2wslRETAqA1ebnqc73i6ZFAxgz+M5Yo+yMJdXV35UNbsg+K9c44nSYzd5cXcRiAK+IgQAt4MJL3YbQAbgRp6bNOMlJ0kqNbBw6NkpMJwta7rANWiMI0jbYxJ5XAX8bBh+e7v74FS7nY7hOK4r3w0hiEHIoUEsmka7Ju49WMwfKzOAFR8YM/hqCPiiO2X1g4T6c7nOkKdTdMAJYYXKsIgB875YrEA1FFkOchoj4+PhBAAS2iJBASPvhaEIQjwYCCQSqG6e+kMcSarIFlPiMORRuU2puUIxZGNo/aAu1u/veigzUUIWS6XQKThogGN4rzxYTrFCNUduLLoVXjoVos1QCCu89kS0Jq7mIUO74d34l9jRT6W0SeTCfwEdhd8OCEEFG04D8ZYIiUySaXUZDICLWSz2dzd3ZVljhJD13Wr1Wp1tZRSfnl8wX2h5RVhTh9G30K1SHz58gXBgJQSdhfXjZiHhG7I2FL1+9//PppzGTivWAIWxFeG800pDU0GTegERY0RgFLE/UHyAH74stkgRi2CsBcuL25fHBUgh58+fZJhmg/MJ6ogIJcioMXzy0Ln+6dPn2gYJhMTA9xjjBuhgQWkSzKOK4SvA+95PB6vVqvj8QiwCscbMDfgO9xyFVSZZZiZzMLoNRT3n5+f96ejDVK5WHCAFjA6VVCvSUNzqg/sAhkaulGNGI1GEDi7vr6WUiKjjgELHCPQCOcciqgwKwC6cYXn8xl9PYgksXpJUArFo9RhIJwPtXIeNJd4EPgBVIPudeTS+F1UaHALuEck7fBOSG5h2eEPIzQV0aaIpsAC0qBZivID7hG2CReGLACrh82G1U6DNixCPMRBMUXERIq6rmUQtnt5een7fjab8UDqMMa8vr4Cb8MDBVWQc441RHQGIBqGMlYjgQABfmuahv69f+q/jEvHoYzoKM4MEgD8HbSYaFrwJEgQR2BBJy+W0XEGYnka/BKsnfcebAa8LbJDhBCakrIswUsGQgOcCvTfxWLBGNvtdmic897PpzPYXQBrl8xGGfSmYu/M8XhMEoV0Ef4WQTyAOMj1osoMTuDpdEqEAvUUpRoQKWUQkkK0zAPvjxBStV0EmREuwoggm8XFIFwckGvB0zSNI7jwLBhjsT8YmAF2Sdu2hLDI5oHhi5UGXDCKt8hMmqY5HY7ow7q9vcXhlFJeXV3FgjBCL2y4yWQC/ndd1+v1GgeJBlWLmGBj68BqLxYzRLlZkE7Dp2ToTkLEhKzMe58oDtYBohKgL1DZAByIYAr/5L0nhGOb4ePwiixI4yG1k2EqU9d1n394gKFESR3XGdFvBCyYlgMZjvF4jJI95Oea0HYMfAj+HOYDq329WkVjlGUJMN7zME9p0IzFimnTE0LyckKCYh3aiGGAJpMJelCNMfTP/vTv8J+2DuG5IqRE/b2qqhi/0Qv9n4jEIA2IVUFwI3Vg0CNOy4LCQqxNR+gFhhM3oMphyK4NGgrYuNPpFKYawRtYPtPp1PQauxl+Jt4FrGySJOD0+EBKbNsm1g9hw2B9Xl9fYzcz/AP2DfO0GGbWF1prhM049ucghrtcLhHY7HY743+Ub+WhfQQbCIYc6l3YrGmaJnkW3TjyTDoM090iJcNNiTC6GFo1fdACd85NJhMoEWMroFKCNK+u6/PxhAZO2DKoOeLIsdA+Dz4NQtnT6YSQEg9roHRQKoP4Stu2Ly8vp9NpNpvd3983TRWT9kj6A1wc0XLsY5iG82kP1xS5pvD/UkocTogVxMy574fBe/AboF6hswSPKRZO8HOU8KurKyRNXdfBPXrvHx4e0ov+BBIYS8fjESQHjDNCZ+znz5/hjYEjYrsCHyrzHPKkZVmORkXk300mE6UGM4G7zvJUSqnSIoopwi6nYcrAer1G44TwnnAu+CBSYGAnYCqQxe12LzEBMMYqJV3gKKZpulgsYtCPOBBpQ3QCuLH5fI7nVweNEOh/ITVH4w828f7h6JxLuUzysggTPwghj99/RtyYJMn7mzvUduq6fl1/bpveQrjOE+9IniZFMWKMnU/n16dn55wQijHW6rbv+yzlx+2mbdvZbLZaLoQQXdfuTsdcyeqwR8qXSckSBSRmurrF4dkeT9Etg/EwmUzeffULIFIvG4xMY8a5VptYnEzDtKm3t5fjbos0Rko5mk4QUyyu503TGK9VmmitXzevfW+klO+/+ugcsYQwLhKZUkq1tW3fowkdMWGSJFfL5Xw6hWfmXC7nUykl5PRGxVhydTrs8zwdj0cI+I3phRCj0dDXg2giSWRVnTB9dj5fwmxHuhk0DbDgYA4il5NSns/nxXzah/HUzjkXhlU2dX3Y7wkh6WzmvT/s93DZUqZ1fSBES5ka47V24M0+Pz+n6TCPAAUg770xnotBwQ31bkTO+8NJaz0eTxFvv75t8OAAb7Z91+2GppNzXfX7nTMW1Pm6rn3Q5gRmdnM1P52Om7cnpdSHdzeEkKenh83b09XV1XScE0LW9VFyf3t7i9z106dPfd8vFgsgfJ8+fdK6u7paws3AMiIRmIynRVEcjnvitDOdo04plaokSZTk5Pvv/sAYy1PpHKf/l//ZPwfLzUOTO0p5qDWDxID4NSA0HlAhkIM09HfB0Uff3QeZhj/6oz8CzKiDPD5+DhE2Dif+AldQNy3KGxC/IIQAiNNBNQTRL+cc6Z+xjVIKNQ9KOUrPzpHX11dKKWciwCqDktXT4/cfPnx49+4dklLYudhsIQJfPk1TOKLdeVBDhemFoXHO3d3dAYGAqpUIgsJpXsD1SSkBz7y8vHz//feHwy4m4jzoGjHG0jLx3lszzO6mlJblGAc7z0sweCBeBC+qgxAtSBucc28tUpTtdqu7Hu4F7//uu+/u76/Rfwiafsz/4bt4oA25MIB1NJrAH+L6UQOoqirmwH3fA/tFebauTj6MZIqFHBRsobsBNiKlFKQOZIBw+LvdDr8CVxPBZNTNAQqsNzsfBrAgXEJ2+vHjRxBTUHFhgZ/ovQeXC6EK/lUwjh3OGGNBUAcbzJgWdbjr62tr7ffff386ncqyvL6+RjZLCLm9vb26ukKJzoc5c4APwGpAkoUd4kIr5pB07LcIZOBIAaWu12sWph5xzuk/+JN/EnAQSn/WWnhJIEg86CbFalueZ0lQnQFMCsQi4qgxkEDx/fn5mUXlrFAcAzRcBF0pwA9DfbIcidBBXweNQ4BXCGyij8X1nM57ESRk8ClrLSEYwponKm2D/C5Si29+9QuMX8USwzogK4g1lTyoX/d9b6jEO1G7Q00P2BLyfojhxR6OpusRDoFNDmPU970QDHDC7e2tUgqwR1EUnnmkuIAuV6uVtR450ng8zDnTvUWcDMBguVyijw5Lyin13j8+Pp5Op/l0Np1OUflEJum9RroINjZMJCHk7u7OB3Y+lhp75XA44TzASMHxFkWB6ahd12GrIO8timK/25DQCA7M04VKOmoG6BiMVU2UPV9fX8/nM9rZ2rZFDrnb7cB2hD/EpgKtL1oKGQb1xQoWpTQ2dsaWZdhl5CnGGEYoBK+893lAkgBrHQ4bkBYwzAtEn3fv3tV1/fLygprWbDaDJ6BBaxhRNEwqsiQdJiUmQQYFJt46g5qCC7oBwPPhw5Ad0H/7X/7j6+vr2WxW1zVkJuAEmot6nQ4jv9M0vb+/00FEDHISnPPRaFRVVYTdY6EcSYULgtm47RByDO38TehAw1GfTGfIG2OPBVBsFtoRL6spnHNPTBeUcyjlsKnANg6Hw8vLCxCI5XL54cOHq6srZyzOpA7qxrCvQMZGYXKotRZn41C3yIiAv9Ggx4M1BQ/Bh6YEpZT1BPm9DxLGwGaFYFBtA6MNVSPG2P60B1qIy1AqxfZSKvWh47Ft+njX797fRXODj/RNiwF1k8mkyHJ4vJh1lGUOfjycRt/3WZYtl8suaAKQMKML5yfLigh949ggQT0ejyiZYB3w5jRNyyLTYaibCxQLwApIfVFZQQhtrb29vX14eEARUgT9KKQ2APeXy+V4PAaGYYyZTOdmkH4fBC/wLL58+SKDnhIqrriRaA3RxIygPUtSoOWU0iyMYYfRn05LlLUg0hOjbph49A0D1QPsaa3dbDaISDH05uXlBQ8UNTzOOYpkoH9keRqFzkDqRPkAeR92Kf1//dm/Br0mXG4S5B5AU4KjEEKgq20ymfR99/T0hPcjF0fui5tPgnBQG4bIcimwQUejEeocCF+R7uOsIrhF+FGd6/P5HB0FmHFpmkIoPnb6xNKtkLwMWu7I/r33dV2/vb0hlZ3NZu/f38/nc5zt/f6I64nbAok+AgagBQgEEBV7Nogpwfru93uAgUgqIkYHi6uUYkIi6suC9DqOyvv396+vr8fjERWIPoxhXV4vcVCRx0b0bzKZnaNcfz/Qbkej0Ww+AQQKX2SMoc4DGHt+ftZdH0uLSqnpdIomaUT7IozRBZUE+l9YVWBjlFKtB0qaCUOa2yCKg85sQMqwgFLKPEvaKFlPCPYM9h+QSYRXeNzAbBeLBRoU7u7uHh4ePn36FI0CQDi4C7hN6wjwFcAnTdOAUYyaMKwhDUq7hJDjcY+wFkSuNE2vrq4W8/nDwwMapm2vY8+KlNKYPo7dBjiM+AiphDEGJehYzESEFYuHcZY93sCCpCoycErpeDICStKHJj60br9//x5ubLfb0f/dv/JP8YuWn2jG+tCRgVAe/r1pmtfXFySKYCHEuiK6SwFe24thl6fqnAdFE2xxdGzwMFI8CcJqcHTbzQ5rqoIuLSJh7DwX5onHiBy5YuSUNE1T1ee2befzubUa8UN6MWDQWp8F9XJAXgjoF4sFsn8UrwG7jUajyXwVORZd0MKSYQqSDYLtCJmMMY4MJNtY5gFPwlqPTjmkZ+v1ejKZfP3115bYzWaDR5umKbiiscgBNJhSOp8t4U+Op32sZ4LkPcqH5pXxeOytA+AW0znnTMwA8Q3YN2lowsSjxPvbtrXWw9Jjn0E4xxjz8eNHZKrH4xFWCVasqQdrFQuGTRCMxE/YoHyXXGhnQqXi8fERBR4AP4CIwbxHzOm9X292SehAt6HDkFJ6c3NzWQnD79Z1DRFT4DSLxQIt/85ahACU0uZcodQeUNPPp9MpTdObmxvn3OvrqxDi9vYWsGekH8BogrcAeYe3tzcwRVF/RiPipZDKYCO8bUMHKXLRxWJxfX2N+SugztI/+9N/Gq6ZBS48rAuCT4StYNY9PDy8vr4miYqwO44K/FIbxiPjhUSfEHJ7fyeCSjRiqh/zUUp5EJJBQWm/3xM/DBvFR3Ck8RHsaTglFzQCKOWoraO7tGkalUiEDYjEGGN1fa7D0Gxnh/0NqA3qyOBbAYsCWJeEMZTr/QGf5WFsDhwggBwbRqAgsur7vhiVOJDItEGUqeu67w0KCY+Pj5TSDx8+5Hl+PB4tsUIIKRN30Yc6nU6fnp5YmHmqlBqPBtn2qj7FGmZRFDc3N8S619fXb775Zrfb1ecKhzmO5syy5Be/+AVa16PGWVmWz8/PMJqMMdRvQ+vJwK2llL6+vqLtE/MAIVuI4ooK81XapmKBSk4HuXEDR6qCJjKsOdIklEMQ7Xddh6gPGU0X5EiQsyDkbjudB5FLdFeMRqPJZIIO5liPxb9WVSXlwN0tiuL+/n6xWLRtu357Q1tg3/fE/uhm+r6ndJg8h+oiIinkn03TjMdj9I5+++23fd9fXV3d3t4CccEE2DT09ePsmaAMEOOg0/nowgumCtjn999/T8JoFvr3/6W/FdEXXBz+4/b2FqggYIkYsWg9gL9xk+HhRV+qAyt/SKDdMDYxljvx/V3XgT0Drl0TZDAjbzC6UxcG38CCgpq83+/X63VVVcfjOQ0tPEkiAQAQ6jnndY2RVAN4zRgj1DkjOefokeGcx+5kVA7LssTcnFjb0Z5EdRn4CmyU0WiEnpflcpmmaR3Eggj3jLEiH6FUBWBwPB5Typ+fn40xNzc3yHnO59p7rzIVycFwgHC5CKgAviEXRcjw9vYWjSDKuUWapWn69vY2m80YofBdCKfTNP36669weYg+YqGoC0Nj4J2we6y1QIMQz6MKCocJFjFC+j6IJk6n0/1uw8PMwC6Mqo/WHK/LdHGxWGw2GwRH+B5jDKh2p9Mpy7L7+3spJboixuOxVCm+1gdNMBx1dF2IQMWMsMLT0wN606KVJ4RgvhooH5kawl3EzNvtGsmhDEOgdZhdsVqtIGnz9vbmnLu6ugLXEhrWIjAicRZgFHCngAnx9MfjMU47qLxgTT49PXHOgUu9vLzQ/8P/+O/CawG8RtzIOf/hhx94mG0ALwTSnRADXRilbZhkiCnAClJKszDyhjG23e3j32PVPk3T6+vr19fXb7/9FvA3oBfv/dPTkwviXDrIQCDmVEEnAv1p8EuTyQz2tSgKpQSyu/Xm7fX1lVIAG0P/hBCCCzoqrnCMIStqg97ufr//5ptvPn78iKIIQtC2bb/78nm1WiHjfX5+xqKXZQlypgud/ohAOOdMUhxRKeVhf0K+17Zt2/YgBnjvq6pBdDSZTLS1i8UCpTDUc9fr9evrq7E9NhCSMWwO59x+v72+vnbORU5smeWIGMuy7NsuZk3oMotsRGTI1lp4e5xA2CxwRxApIRwFuRSAhwwD6xeLBaRPcLOU0tPppPsWjxVmFC6rKIqu60AAQNIBG9deqBsZY2LVBAUMjDeLzAS4xMPxrII2qQpystgMSMaAjlprn56ejDG/+MVHOAYsiIEiRhjFJ4T44dN3IG8ppZ6enrbbtZQS5w1oKnYvXMLLy0vbtkKIjx8/wqC8vr4i0kF03XUd+qoRDYEPGKtWsayAHKpt29fXV601QAG8nHMiSRLgwtBsdc59/vz506dPiFwhlrjZbACaSynLssBTieB+GxovEOfIQAFHeNbq3jlHGZVKYU9wJQln/+H/4z/Ksmw0ndy+u8eEE3Q6oqk5ek5YfeDCp9MJ3dbn8xnBw2QyWa+3iIXyPB3stO7e3t4opZwPobmUA6dRCEGYelm/ASzeHQ9xRsd//r/4XwC7D+MWUZPouu4/9df/etd1mHwAvAqwYRWU2/E8kBh476kgaI/CIVFqALpWqxUZ+pIFInzgUkVRxOgdQUeskhdFkWZDswVuv23b8bjE4SdBKDWmEn0/gKg4+YhuMMiVhk7iGDrGuAu6BAh627at6zamTADxUCrACQGxE0YZtSUlOeLPCKjCn0dKigvSxkCScWAQxbgw+R1gElL9WE+GO8qyDJYu3rJSChQZdHhh0dqgPECZb9pKSjmdza21u/3GE3t1tazrer1+1Vq3bT2bTTinx+P++fnx/v7eBL3JNE2/+uorYIdoUQAlA5gnhNgRdmE7uTCBA0YklqNQLYxhHbqO0GrXNA2q8X/4wx9QKuSci5eXl9VqdXNzwxj74Ycf0O757t27yH7CQ8UNCyGkHEju/YWyQCx9pqFHtgtaaS6IzAFiiXkI4hlcHw1iJF3XcUJNaNaM5DgwaAG1oeoCs9S2bVGAmU1jdwxlBLV+xoZpPoQQY5wxHaU9of719RWhV13XRrvFfHV7ezudzN/e3h4eHiKufXN9VxQFY0OiixgDqQWQRhI02nBOULR4en2YTCbT6ayu68+fP1trb2/uf/WrXzVNZ4wxZihaCCGc9VoboUzXDQN3q6oGJRVYNLxWVb3BFcCWc07BT0LJR2ut22H0tNZ6v93hnfByMQ60QeEbYblzrguy7Qh9cSzjWZIX3UBIsVjQ2oDFibkfMuoIUeJpxtJ/TIfw06gtx8QJlF2kf+gtTIJivAtdl4iGsFtwSTAlsPIwB9BDwCEHURZpM0pc4FLHcj+90DsF8I5/DZUkgY5wXMNkMrm9vQXxCwJz2AwwoFgZuBxYCh10N7C3EYCgUIcix7t377BiADhQ9Be/+c1vqqr6/e9/Dz4hwjn4a0BzzjnoB+PZ13XVh/GXkX4BJmcaxjPBlcFVJsWIcy6l4lyCB4cd/Otf/xEKnadT1fc7uGYhVH06AioAjAEnjMbQeJJjsShNU8YpjjQqIggSiiBRE/bZILJkraUsh4ldr9fe+6urq1/96ldpmgJ22u/3KKPFH3p7WydBlg9PGuicDC3bLrB7AUz/5je/eXx8/Mu//Ash5Lt372azWdfq5+dnpdIYRJ1OJ0Y5thRYr0BQ67o2xo5G4+vrK9h+gBbYmnj8WZZHX4GM6LQ/YBPg8UPBAJuv73s8wTJMVob3RgEpVmvTi26GWGRyYUggCTJqOAyX9c/ZbEbJcCXRU8E04M04qNErIlSJgAJ0TEB4AHRML1SIBuygNzH7xffQ0CyOSjKYgEibjTFc8C7oVsN5eO9fnp6RQ5VluVtvkDZfXV19+PABcymADDHGPn/+jFAcb0bHzJcvX5D/g/iuw/ypeNjSNH18fESYgOeFfC1N06pq9vsjvvPdu3e3t7fH4/Hl5S3LijQMz/z/AHGw7EkJNTzMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=300x300 at 0x7FDD33961BE0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_boxes(im, detections[\"det_bboxes\"], plot_settings=PlotSettings(rect_color=(0, 255, 0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{Bbox object: [left=61, top=59, right=273, bottom=244] | <cup> | label:47 | path:None} | score: 0.9996309280395508]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "detections"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## From WebCam Stream\n",
    "\n",
    "Now, we use a WebCam stream for object detection. We use `ipywebrtc` to start a webcam and get the video stream which is sent to the notebook's widget. Note that Jupyter widgets are quite unstable - if the widget below does not show then see the \"Troubleshooting\" section in this [FAQ](../classification/FAQ.md) for possible fixes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Webcam\n",
    "w_cam = CameraStream(\n",
    "    constraints={\n",
    "        'facing_mode': 'user',\n",
    "        'audio': False,\n",
    "        'video': { 'width': 200, 'height': 200 }\n",
    "    },\n",
    "    layout=Layout(width='200px')\n",
    ")\n",
    "# Image recorder for taking a snapshot\n",
    "w_imrecorder = ImageRecorder(stream=w_cam, layout=Layout(padding='0 0 0 50px'))\n",
    "# Label widget to show our object detection results\n",
    "w_im = widgets.Image(layout=Layout(width='200px'))\n",
    "\n",
    "def detect_frame(_):\n",
    "    \"\"\" Detect objects on an image snapshot by using a pretrained model\n",
    "    \"\"\"\n",
    "    # Once capturing started, remove the capture widget since we don't need it anymore\n",
    "    if w_imrecorder.layout.display != 'none':\n",
    "        w_imrecorder.layout.display = 'none'\n",
    "        \n",
    "    try:\n",
    "        # Get the image and convert to RGB\n",
    "        im = Image.open(io.BytesIO(w_imrecorder.image.value)).convert('RGB')\n",
    "        \n",
    "        # Process the captured image\n",
    "        detections = detector.predict(im)\n",
    "        plot_boxes(im, detections[\"det_bboxes\"], plot_settings=PlotSettings(rect_color=(0, 255, 0)))\n",
    "        \n",
    "        # Convert the processed image back into the image widget for display\n",
    "        f = io.BytesIO()\n",
    "        im.save(f, format='png')\n",
    "        w_im.value = f.getvalue()\n",
    "        \n",
    "    except OSError:\n",
    "        # If im_recorder doesn't have valid image data, skip it. \n",
    "        pass\n",
    "    \n",
    "    # Taking the next snapshot programmatically\n",
    "    w_imrecorder.recording = True\n",
    "\n",
    "# Register detect_frame as a callback. Will be called whenever image.value changes. \n",
    "w_imrecorder.image.observe(detect_frame, 'value')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(CameraStream(constraints={'facing_mode': 'user', 'audio': False, 'video': {'width': 200, 'heigh…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show widgets\n",
    "HBox([w_cam, w_imrecorder, w_im])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, click the **capture button** in the widget to start object detection. Labels and bounding boxes are displayed to show the most probable objects predicted by the model for an image snapshot.\n",
    "\n",
    "![Example Webcam Image](media/00_webcam_snapshot.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "In this notebook, we used a simple example to demonstrate how to use a pretrained model to detect objects on images. The model is limited to only predict object labels that are part of the COCO training samples. In the [training introduction notebook](01_training_introduction.ipynb), we will learn how to fine-tune a model on our own data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Stop the model and webcam\n",
    "Widget.close_all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/scrapbook.scrap.json+json": {
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   "source": [
    "# Preserve some of the notebook outputs\n",
    "detections = [\n",
    "    (x.label_idx, x.label_name, [(x.left, x.top), (x.right, x.bottom)]) \n",
    "    for x in detections[\"det_bboxes\"]\n",
    "]\n",
    "sb.glue(\"detection_bounding_box\", detections)"
   ]
  }
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